Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
!unzip processed-celeba-small.zip

Archive:  processed-celeba-small.zip
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   creating: processed_celeba_small/celeba/
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   creating: __MACOSX/processed_celeba_small/celeba/
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IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)

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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    transform = transforms.Compose([transforms.Resize(image_size), 
                                    transforms.ToTensor()])
    
    train_data = datasets.ImageFolder(data_dir,transform=transform)

    data_loader = torch.utils.data.DataLoader(dataset=train_data,
                                              batch_size=batch_size,
                                              shuffle=True)    
    
    return data_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    
    min, max = feature_range
    x = x * (max - min) + min
    
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9843)
Max:  tensor(0.9137)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(conv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
     
    # using Sequential container
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        self.conv_dim = conv_dim

        # 32x32 input and first layer without batch norm
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 out
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        
        # final, fully-connected layer
        self.fc = nn.Linear(conv_dim*4*4*4, 1)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*4*4*4)
        
        # final output layer
        x = self.fc(out)

        return x
    
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)

        # transpose conv layers
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4)        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))        
        # last layer + tanh activation
        out = self.t_conv3(out)
        x = torch.tanh(out)
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and classname.find('Conv') or classname.find('Linear') != -1:
        m.weight.data.normal_(0.0, 0.02)
        m.bias.data.fill_(0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    
    # label smooth for real labels
    labels = torch.ones(batch_size) * 0.9
        
    if train_on_gpu:
        labels = labels.cuda()
        
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    
    if train_on_gpu:
        labels = labels.cuda()
        
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# params
lr = 0.0002
beta1=0.5
beta2=0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            
            d_optimizer.zero_grad()
            
            if train_on_gpu:
                real_images = real_images.cuda()
            
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
                
            fake_images = G(z)
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            d_loss = d_real_loss + d_fake_loss
            
            d_loss.backward()
            d_optimizer.step()

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            
            if train_on_gpu:
                z = z.cuda()
            
            fake_images = G(z)
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
            
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 50

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 1.3872 | g_loss: 0.6948
Epoch [    1/   50] | d_loss: 0.9360 | g_loss: 1.0276
Epoch [    1/   50] | d_loss: 0.5754 | g_loss: 1.6951
Epoch [    1/   50] | d_loss: 0.7990 | g_loss: 2.1890
Epoch [    1/   50] | d_loss: 0.9734 | g_loss: 2.3174
Epoch [    1/   50] | d_loss: 0.8490 | g_loss: 1.3046
Epoch [    1/   50] | d_loss: 0.9389 | g_loss: 1.2826
Epoch [    1/   50] | d_loss: 1.0727 | g_loss: 1.6163
Epoch [    1/   50] | d_loss: 0.9687 | g_loss: 1.2351
Epoch [    1/   50] | d_loss: 1.0342 | g_loss: 1.9193
Epoch [    1/   50] | d_loss: 1.0851 | g_loss: 1.0986
Epoch [    1/   50] | d_loss: 1.0574 | g_loss: 1.2337
Epoch [    1/   50] | d_loss: 1.1717 | g_loss: 1.6321
Epoch [    1/   50] | d_loss: 1.0977 | g_loss: 1.3780
Epoch [    1/   50] | d_loss: 1.1478 | g_loss: 1.1419
Epoch [    1/   50] | d_loss: 1.1388 | g_loss: 1.0095
Epoch [    1/   50] | d_loss: 1.1511 | g_loss: 1.5267
Epoch [    1/   50] | d_loss: 1.1079 | g_loss: 1.0567
Epoch [    1/   50] | d_loss: 1.1167 | g_loss: 1.0046
Epoch [    1/   50] | d_loss: 1.0733 | g_loss: 1.3903
Epoch [    1/   50] | d_loss: 1.1846 | g_loss: 0.8683
Epoch [    1/   50] | d_loss: 1.1574 | g_loss: 1.2477
Epoch [    1/   50] | d_loss: 1.1465 | g_loss: 1.1632
Epoch [    1/   50] | d_loss: 1.1627 | g_loss: 1.1950
Epoch [    1/   50] | d_loss: 1.1564 | g_loss: 0.8543
Epoch [    1/   50] | d_loss: 1.1177 | g_loss: 1.0723
Epoch [    1/   50] | d_loss: 1.2335 | g_loss: 1.2297
Epoch [    1/   50] | d_loss: 1.1912 | g_loss: 1.0435
Epoch [    1/   50] | d_loss: 1.2447 | g_loss: 1.1143
Epoch [    2/   50] | d_loss: 1.3081 | g_loss: 1.4142
Epoch [    2/   50] | d_loss: 1.3168 | g_loss: 0.8309
Epoch [    2/   50] | d_loss: 1.3785 | g_loss: 0.7791
Epoch [    2/   50] | d_loss: 1.2617 | g_loss: 1.0898
Epoch [    2/   50] | d_loss: 1.2905 | g_loss: 0.9213
Epoch [    2/   50] | d_loss: 1.2279 | g_loss: 1.0360
Epoch [    2/   50] | d_loss: 1.2204 | g_loss: 1.1422
Epoch [    2/   50] | d_loss: 1.3248 | g_loss: 0.8161
Epoch [    2/   50] | d_loss: 1.2102 | g_loss: 0.9544
Epoch [    2/   50] | d_loss: 1.2446 | g_loss: 0.8759
Epoch [    2/   50] | d_loss: 1.1263 | g_loss: 1.0407
Epoch [    2/   50] | d_loss: 1.2383 | g_loss: 0.9301
Epoch [    2/   50] | d_loss: 1.3417 | g_loss: 0.7494
Epoch [    2/   50] | d_loss: 1.3184 | g_loss: 0.8552
Epoch [    2/   50] | d_loss: 1.2781 | g_loss: 0.8460
Epoch [    2/   50] | d_loss: 1.2439 | g_loss: 0.9365
Epoch [    2/   50] | d_loss: 1.2076 | g_loss: 0.9378
Epoch [    2/   50] | d_loss: 1.2187 | g_loss: 1.1314
Epoch [    2/   50] | d_loss: 1.2355 | g_loss: 0.8939
Epoch [    2/   50] | d_loss: 1.0806 | g_loss: 1.4478
Epoch [    2/   50] | d_loss: 1.2001 | g_loss: 0.9348
Epoch [    2/   50] | d_loss: 1.3069 | g_loss: 1.0075
Epoch [    2/   50] | d_loss: 1.3185 | g_loss: 0.7404
Epoch [    2/   50] | d_loss: 1.2068 | g_loss: 0.8704
Epoch [    2/   50] | d_loss: 1.2618 | g_loss: 0.9374
Epoch [    2/   50] | d_loss: 1.2363 | g_loss: 0.9126
Epoch [    2/   50] | d_loss: 1.1763 | g_loss: 1.1117
Epoch [    2/   50] | d_loss: 1.2305 | g_loss: 1.0387
Epoch [    2/   50] | d_loss: 1.2440 | g_loss: 1.2408
Epoch [    3/   50] | d_loss: 1.2187 | g_loss: 0.9618
Epoch [    3/   50] | d_loss: 1.2959 | g_loss: 0.7525
Epoch [    3/   50] | d_loss: 1.2687 | g_loss: 0.8609
Epoch [    3/   50] | d_loss: 1.2793 | g_loss: 1.0325
Epoch [    3/   50] | d_loss: 1.3427 | g_loss: 0.8706
Epoch [    3/   50] | d_loss: 1.2995 | g_loss: 1.3434
Epoch [    3/   50] | d_loss: 1.2269 | g_loss: 1.0852
Epoch [    3/   50] | d_loss: 1.3010 | g_loss: 0.8080
Epoch [    3/   50] | d_loss: 1.3194 | g_loss: 0.8699
Epoch [    3/   50] | d_loss: 1.1826 | g_loss: 1.0335
Epoch [    3/   50] | d_loss: 1.2292 | g_loss: 0.8819
Epoch [    3/   50] | d_loss: 1.1765 | g_loss: 0.9212
Epoch [    3/   50] | d_loss: 1.1491 | g_loss: 1.0787
Epoch [    3/   50] | d_loss: 1.1987 | g_loss: 1.0744
Epoch [    3/   50] | d_loss: 1.1839 | g_loss: 0.9832
Epoch [    3/   50] | d_loss: 1.1737 | g_loss: 0.9923
Epoch [    3/   50] | d_loss: 1.1130 | g_loss: 1.1022
Epoch [    3/   50] | d_loss: 1.1674 | g_loss: 1.3672
Epoch [    3/   50] | d_loss: 1.2944 | g_loss: 1.1556
Epoch [    3/   50] | d_loss: 1.2369 | g_loss: 1.2048
Epoch [    3/   50] | d_loss: 1.1381 | g_loss: 0.9685
Epoch [    3/   50] | d_loss: 1.2233 | g_loss: 0.9979
Epoch [    3/   50] | d_loss: 1.1348 | g_loss: 1.2012
Epoch [    3/   50] | d_loss: 1.1626 | g_loss: 0.9626
Epoch [    3/   50] | d_loss: 1.3913 | g_loss: 0.7230
Epoch [    3/   50] | d_loss: 1.2471 | g_loss: 0.8508
Epoch [    3/   50] | d_loss: 1.2397 | g_loss: 0.9133
Epoch [    3/   50] | d_loss: 1.1147 | g_loss: 0.8829
Epoch [    3/   50] | d_loss: 1.1590 | g_loss: 0.9360
Epoch [    4/   50] | d_loss: 1.1794 | g_loss: 0.9621
Epoch [    4/   50] | d_loss: 1.2072 | g_loss: 1.4314
Epoch [    4/   50] | d_loss: 1.1647 | g_loss: 1.0794
Epoch [    4/   50] | d_loss: 1.1008 | g_loss: 0.8733
Epoch [    4/   50] | d_loss: 1.1606 | g_loss: 1.2602
Epoch [    4/   50] | d_loss: 1.1943 | g_loss: 1.0411
Epoch [    4/   50] | d_loss: 1.1895 | g_loss: 0.8639
Epoch [    4/   50] | d_loss: 1.1851 | g_loss: 0.8613
Epoch [    4/   50] | d_loss: 1.1436 | g_loss: 1.1103
Epoch [    4/   50] | d_loss: 1.1301 | g_loss: 0.9586
Epoch [    4/   50] | d_loss: 1.1853 | g_loss: 0.9344
Epoch [    4/   50] | d_loss: 1.2508 | g_loss: 1.2377
Epoch [    4/   50] | d_loss: 1.0976 | g_loss: 1.1721
Epoch [    4/   50] | d_loss: 1.2008 | g_loss: 0.9567
Epoch [    4/   50] | d_loss: 1.0919 | g_loss: 0.9926
Epoch [    4/   50] | d_loss: 1.2446 | g_loss: 1.5514
Epoch [    4/   50] | d_loss: 1.2143 | g_loss: 1.0916
Epoch [    4/   50] | d_loss: 1.1981 | g_loss: 1.1864
Epoch [    4/   50] | d_loss: 1.3322 | g_loss: 1.4442
Epoch [    4/   50] | d_loss: 1.2086 | g_loss: 1.1363
Epoch [    4/   50] | d_loss: 1.2916 | g_loss: 0.6893
Epoch [    4/   50] | d_loss: 1.1974 | g_loss: 0.9404
Epoch [    4/   50] | d_loss: 1.1216 | g_loss: 0.9293
Epoch [    4/   50] | d_loss: 1.0909 | g_loss: 1.1698
Epoch [    4/   50] | d_loss: 1.2444 | g_loss: 1.0889
Epoch [    4/   50] | d_loss: 1.0375 | g_loss: 0.9412
Epoch [    4/   50] | d_loss: 1.1547 | g_loss: 1.0527
Epoch [    4/   50] | d_loss: 1.1389 | g_loss: 1.0362
Epoch [    4/   50] | d_loss: 1.1452 | g_loss: 0.9652
Epoch [    5/   50] | d_loss: 1.2431 | g_loss: 0.9972
Epoch [    5/   50] | d_loss: 1.1425 | g_loss: 0.9920
Epoch [    5/   50] | d_loss: 1.1020 | g_loss: 1.2743
Epoch [    5/   50] | d_loss: 1.2087 | g_loss: 0.9072
Epoch [    5/   50] | d_loss: 1.0075 | g_loss: 1.3813
Epoch [    5/   50] | d_loss: 1.1631 | g_loss: 0.9669
Epoch [    5/   50] | d_loss: 0.9621 | g_loss: 1.1504
Epoch [    5/   50] | d_loss: 1.1477 | g_loss: 1.3697
Epoch [    5/   50] | d_loss: 1.1018 | g_loss: 1.2708
Epoch [    5/   50] | d_loss: 1.0290 | g_loss: 1.0459
Epoch [    5/   50] | d_loss: 1.1630 | g_loss: 1.1925
Epoch [    5/   50] | d_loss: 1.0665 | g_loss: 1.4302
Epoch [    5/   50] | d_loss: 1.0980 | g_loss: 1.0057
Epoch [    5/   50] | d_loss: 1.1734 | g_loss: 1.3306
Epoch [    5/   50] | d_loss: 1.0857 | g_loss: 0.9953
Epoch [    5/   50] | d_loss: 1.0877 | g_loss: 1.1009
Epoch [    5/   50] | d_loss: 1.1580 | g_loss: 0.7437
Epoch [    5/   50] | d_loss: 1.0151 | g_loss: 1.1455
Epoch [    5/   50] | d_loss: 1.0935 | g_loss: 1.4400
Epoch [    5/   50] | d_loss: 1.0543 | g_loss: 1.2365
Epoch [    5/   50] | d_loss: 1.0576 | g_loss: 1.2082
Epoch [    5/   50] | d_loss: 1.0049 | g_loss: 1.4170
Epoch [    5/   50] | d_loss: 1.0438 | g_loss: 0.9868
Epoch [    5/   50] | d_loss: 1.0984 | g_loss: 1.8190
Epoch [    5/   50] | d_loss: 1.0467 | g_loss: 1.1280
Epoch [    5/   50] | d_loss: 1.0492 | g_loss: 0.9125
Epoch [    5/   50] | d_loss: 1.0458 | g_loss: 0.9765
Epoch [    5/   50] | d_loss: 1.0157 | g_loss: 1.3478
Epoch [    5/   50] | d_loss: 1.0519 | g_loss: 0.9505
Epoch [    6/   50] | d_loss: 1.0785 | g_loss: 1.3088
Epoch [    6/   50] | d_loss: 1.1248 | g_loss: 0.9065
Epoch [    6/   50] | d_loss: 1.1575 | g_loss: 0.8777
Epoch [    6/   50] | d_loss: 1.0282 | g_loss: 1.0545
Epoch [    6/   50] | d_loss: 1.0510 | g_loss: 1.0445
Epoch [    6/   50] | d_loss: 1.0411 | g_loss: 0.9354
Epoch [    6/   50] | d_loss: 1.0895 | g_loss: 1.0538
Epoch [    6/   50] | d_loss: 1.0372 | g_loss: 1.2290
Epoch [    6/   50] | d_loss: 1.1789 | g_loss: 0.9172
Epoch [    6/   50] | d_loss: 1.1924 | g_loss: 1.0363
Epoch [    6/   50] | d_loss: 1.0921 | g_loss: 1.0129
Epoch [    6/   50] | d_loss: 0.9406 | g_loss: 1.0941
Epoch [    6/   50] | d_loss: 1.1218 | g_loss: 1.0484
Epoch [    6/   50] | d_loss: 1.0344 | g_loss: 1.3327
Epoch [    6/   50] | d_loss: 0.9681 | g_loss: 1.3165
Epoch [    6/   50] | d_loss: 0.9641 | g_loss: 0.9851
Epoch [    6/   50] | d_loss: 0.9810 | g_loss: 1.1397
Epoch [    6/   50] | d_loss: 1.0724 | g_loss: 0.9283
Epoch [    6/   50] | d_loss: 1.0523 | g_loss: 0.8729
Epoch [    6/   50] | d_loss: 1.0435 | g_loss: 1.1301
Epoch [    6/   50] | d_loss: 1.0870 | g_loss: 1.3533
Epoch [    6/   50] | d_loss: 1.0215 | g_loss: 1.1510
Epoch [    6/   50] | d_loss: 0.9453 | g_loss: 1.1704
Epoch [    6/   50] | d_loss: 1.0230 | g_loss: 1.5853
Epoch [    6/   50] | d_loss: 0.9825 | g_loss: 1.3849
Epoch [    6/   50] | d_loss: 0.9774 | g_loss: 1.2426
Epoch [    6/   50] | d_loss: 1.0399 | g_loss: 1.1707
Epoch [    6/   50] | d_loss: 1.1965 | g_loss: 1.5334
Epoch [    6/   50] | d_loss: 0.9517 | g_loss: 1.1203
Epoch [    7/   50] | d_loss: 0.9958 | g_loss: 1.4947
Epoch [    7/   50] | d_loss: 0.9129 | g_loss: 1.3301
Epoch [    7/   50] | d_loss: 0.9155 | g_loss: 1.7950
Epoch [    7/   50] | d_loss: 1.0277 | g_loss: 1.6517
Epoch [    7/   50] | d_loss: 0.9667 | g_loss: 1.5633
Epoch [    7/   50] | d_loss: 0.9033 | g_loss: 1.0332
Epoch [    7/   50] | d_loss: 1.0565 | g_loss: 1.4442
Epoch [    7/   50] | d_loss: 0.9504 | g_loss: 1.3197
Epoch [    7/   50] | d_loss: 1.0535 | g_loss: 1.5148
Epoch [    7/   50] | d_loss: 0.9563 | g_loss: 1.0698
Epoch [    7/   50] | d_loss: 0.9930 | g_loss: 1.3052
Epoch [    7/   50] | d_loss: 0.9361 | g_loss: 1.2302
Epoch [    7/   50] | d_loss: 1.0023 | g_loss: 1.4643
Epoch [    7/   50] | d_loss: 1.1774 | g_loss: 1.5822
Epoch [    7/   50] | d_loss: 0.9009 | g_loss: 1.2537
Epoch [    7/   50] | d_loss: 0.9933 | g_loss: 1.5266
Epoch [    7/   50] | d_loss: 0.9653 | g_loss: 1.2636
Epoch [    7/   50] | d_loss: 1.0057 | g_loss: 1.0735
Epoch [    7/   50] | d_loss: 1.0355 | g_loss: 0.7941
Epoch [    7/   50] | d_loss: 1.1540 | g_loss: 1.0181
Epoch [    7/   50] | d_loss: 0.9459 | g_loss: 1.0319
Epoch [    7/   50] | d_loss: 0.9734 | g_loss: 1.5317
Epoch [    7/   50] | d_loss: 1.1770 | g_loss: 2.4023
Epoch [    7/   50] | d_loss: 1.0284 | g_loss: 0.8176
Epoch [    7/   50] | d_loss: 0.9524 | g_loss: 1.3674
Epoch [    7/   50] | d_loss: 0.9548 | g_loss: 1.4183
Epoch [    7/   50] | d_loss: 0.8932 | g_loss: 0.9293
Epoch [    7/   50] | d_loss: 0.9838 | g_loss: 1.5809
Epoch [    7/   50] | d_loss: 1.0659 | g_loss: 0.9375
Epoch [    8/   50] | d_loss: 1.2633 | g_loss: 2.2400
Epoch [    8/   50] | d_loss: 0.9407 | g_loss: 1.6699
Epoch [    8/   50] | d_loss: 0.9885 | g_loss: 2.0158
Epoch [    8/   50] | d_loss: 0.9421 | g_loss: 1.4935
Epoch [    8/   50] | d_loss: 0.9137 | g_loss: 1.0941
Epoch [    8/   50] | d_loss: 1.0389 | g_loss: 1.7456
Epoch [    8/   50] | d_loss: 1.0894 | g_loss: 1.0029
Epoch [    8/   50] | d_loss: 0.8880 | g_loss: 1.4257
Epoch [    8/   50] | d_loss: 0.9330 | g_loss: 1.1425
Epoch [    8/   50] | d_loss: 0.8836 | g_loss: 1.3488
Epoch [    8/   50] | d_loss: 0.9604 | g_loss: 1.7668
Epoch [    8/   50] | d_loss: 0.8757 | g_loss: 1.4078
Epoch [    8/   50] | d_loss: 0.9330 | g_loss: 1.0021
Epoch [    8/   50] | d_loss: 1.0592 | g_loss: 1.1529
Epoch [    8/   50] | d_loss: 1.6360 | g_loss: 0.4169
Epoch [    8/   50] | d_loss: 0.9593 | g_loss: 1.5300
Epoch [    8/   50] | d_loss: 1.0642 | g_loss: 0.8471
Epoch [    8/   50] | d_loss: 1.1093 | g_loss: 2.0403
Epoch [    8/   50] | d_loss: 1.1497 | g_loss: 1.1072
Epoch [    8/   50] | d_loss: 0.8588 | g_loss: 1.5724
Epoch [    8/   50] | d_loss: 0.9062 | g_loss: 1.4199
Epoch [    8/   50] | d_loss: 1.0022 | g_loss: 0.5727
Epoch [    8/   50] | d_loss: 1.1732 | g_loss: 1.7823
Epoch [    8/   50] | d_loss: 0.9007 | g_loss: 1.2771
Epoch [    8/   50] | d_loss: 0.9066 | g_loss: 1.1788
Epoch [    8/   50] | d_loss: 0.8449 | g_loss: 1.5755
Epoch [    8/   50] | d_loss: 0.8152 | g_loss: 1.6129
Epoch [    8/   50] | d_loss: 1.2018 | g_loss: 0.8416
Epoch [    8/   50] | d_loss: 1.0013 | g_loss: 1.0197
Epoch [    9/   50] | d_loss: 1.1291 | g_loss: 2.7573
Epoch [    9/   50] | d_loss: 0.9155 | g_loss: 1.3848
Epoch [    9/   50] | d_loss: 1.0007 | g_loss: 0.9164
Epoch [    9/   50] | d_loss: 1.0159 | g_loss: 1.3207
Epoch [    9/   50] | d_loss: 1.0052 | g_loss: 1.7063
Epoch [    9/   50] | d_loss: 0.9444 | g_loss: 1.3525
Epoch [    9/   50] | d_loss: 1.1005 | g_loss: 2.0766
Epoch [    9/   50] | d_loss: 1.0546 | g_loss: 1.8413
Epoch [    9/   50] | d_loss: 0.8210 | g_loss: 1.0453
Epoch [    9/   50] | d_loss: 0.8939 | g_loss: 1.6109
Epoch [    9/   50] | d_loss: 0.8144 | g_loss: 1.4286
Epoch [    9/   50] | d_loss: 1.0727 | g_loss: 1.8343
Epoch [    9/   50] | d_loss: 1.1255 | g_loss: 0.8782
Epoch [    9/   50] | d_loss: 0.8247 | g_loss: 1.2442
Epoch [    9/   50] | d_loss: 0.9363 | g_loss: 1.0690
Epoch [    9/   50] | d_loss: 0.7805 | g_loss: 1.3685
Epoch [    9/   50] | d_loss: 0.8702 | g_loss: 1.5299
Epoch [    9/   50] | d_loss: 0.9942 | g_loss: 1.6615
Epoch [    9/   50] | d_loss: 0.9922 | g_loss: 1.5150
Epoch [    9/   50] | d_loss: 1.0247 | g_loss: 1.8266
Epoch [    9/   50] | d_loss: 0.9479 | g_loss: 1.7650
Epoch [    9/   50] | d_loss: 0.8703 | g_loss: 1.3710
Epoch [    9/   50] | d_loss: 0.7797 | g_loss: 1.3295
Epoch [    9/   50] | d_loss: 0.8365 | g_loss: 2.0859
Epoch [    9/   50] | d_loss: 0.9263 | g_loss: 1.8685
Epoch [    9/   50] | d_loss: 1.0672 | g_loss: 1.2050
Epoch [    9/   50] | d_loss: 0.8814 | g_loss: 1.5608
Epoch [    9/   50] | d_loss: 0.7611 | g_loss: 2.1129
Epoch [    9/   50] | d_loss: 0.8026 | g_loss: 1.4215
Epoch [   10/   50] | d_loss: 0.8474 | g_loss: 1.2974
Epoch [   10/   50] | d_loss: 0.8036 | g_loss: 1.2968
Epoch [   10/   50] | d_loss: 0.7706 | g_loss: 1.4723
Epoch [   10/   50] | d_loss: 1.0006 | g_loss: 1.7042
Epoch [   10/   50] | d_loss: 0.9033 | g_loss: 1.2848
Epoch [   10/   50] | d_loss: 0.8195 | g_loss: 2.0932
Epoch [   10/   50] | d_loss: 0.9015 | g_loss: 1.2452
Epoch [   10/   50] | d_loss: 0.8641 | g_loss: 1.3234
Epoch [   10/   50] | d_loss: 0.7616 | g_loss: 1.3705
Epoch [   10/   50] | d_loss: 0.7265 | g_loss: 1.3881
Epoch [   10/   50] | d_loss: 0.9451 | g_loss: 1.2722
Epoch [   10/   50] | d_loss: 0.8092 | g_loss: 2.2030
Epoch [   10/   50] | d_loss: 0.8163 | g_loss: 1.5320
Epoch [   10/   50] | d_loss: 0.8210 | g_loss: 1.8537
Epoch [   10/   50] | d_loss: 0.8501 | g_loss: 1.6607
Epoch [   10/   50] | d_loss: 0.8070 | g_loss: 1.3941
Epoch [   10/   50] | d_loss: 1.0012 | g_loss: 2.2323
Epoch [   10/   50] | d_loss: 1.0654 | g_loss: 0.7996
Epoch [   10/   50] | d_loss: 0.9809 | g_loss: 1.6827
Epoch [   10/   50] | d_loss: 0.7302 | g_loss: 1.5935
Epoch [   10/   50] | d_loss: 0.9420 | g_loss: 1.6541
Epoch [   10/   50] | d_loss: 0.7278 | g_loss: 2.0835
Epoch [   10/   50] | d_loss: 0.8717 | g_loss: 1.1717
Epoch [   10/   50] | d_loss: 0.8412 | g_loss: 1.3793
Epoch [   10/   50] | d_loss: 0.8087 | g_loss: 1.4919
Epoch [   10/   50] | d_loss: 0.8698 | g_loss: 1.3515
Epoch [   10/   50] | d_loss: 0.8716 | g_loss: 1.7181
Epoch [   10/   50] | d_loss: 0.9467 | g_loss: 2.1943
Epoch [   10/   50] | d_loss: 0.9385 | g_loss: 1.4489
Epoch [   11/   50] | d_loss: 0.9396 | g_loss: 2.6386
Epoch [   11/   50] | d_loss: 0.8201 | g_loss: 1.4021
Epoch [   11/   50] | d_loss: 0.7141 | g_loss: 1.5602
Epoch [   11/   50] | d_loss: 0.7225 | g_loss: 1.7742
Epoch [   11/   50] | d_loss: 0.8851 | g_loss: 1.2296
Epoch [   11/   50] | d_loss: 0.7933 | g_loss: 1.7217
Epoch [   11/   50] | d_loss: 0.8191 | g_loss: 1.6644
Epoch [   11/   50] | d_loss: 0.7339 | g_loss: 2.2143
Epoch [   11/   50] | d_loss: 0.8334 | g_loss: 1.0142
Epoch [   11/   50] | d_loss: 0.8832 | g_loss: 1.3805
Epoch [   11/   50] | d_loss: 0.7231 | g_loss: 1.8220
Epoch [   11/   50] | d_loss: 1.1876 | g_loss: 3.1586
Epoch [   11/   50] | d_loss: 0.9493 | g_loss: 1.3558
Epoch [   11/   50] | d_loss: 0.8583 | g_loss: 3.0113
Epoch [   11/   50] | d_loss: 0.7033 | g_loss: 1.5286
Epoch [   11/   50] | d_loss: 1.1255 | g_loss: 1.2668
Epoch [   11/   50] | d_loss: 0.7739 | g_loss: 1.6298
Epoch [   11/   50] | d_loss: 0.8477 | g_loss: 1.1393
Epoch [   11/   50] | d_loss: 0.9678 | g_loss: 2.2560
Epoch [   11/   50] | d_loss: 0.8637 | g_loss: 1.1921
Epoch [   11/   50] | d_loss: 0.7520 | g_loss: 1.7534
Epoch [   11/   50] | d_loss: 0.7717 | g_loss: 0.9064
Epoch [   11/   50] | d_loss: 0.7136 | g_loss: 1.6152
Epoch [   11/   50] | d_loss: 0.9533 | g_loss: 1.9346
Epoch [   11/   50] | d_loss: 0.7021 | g_loss: 1.2595
Epoch [   11/   50] | d_loss: 1.0832 | g_loss: 1.1473
Epoch [   11/   50] | d_loss: 0.9261 | g_loss: 1.8449
Epoch [   11/   50] | d_loss: 0.9183 | g_loss: 2.0269
Epoch [   11/   50] | d_loss: 1.1738 | g_loss: 1.8413
Epoch [   12/   50] | d_loss: 1.0081 | g_loss: 2.0218
Epoch [   12/   50] | d_loss: 0.7706 | g_loss: 1.1092
Epoch [   12/   50] | d_loss: 0.7432 | g_loss: 1.7832
Epoch [   12/   50] | d_loss: 1.0215 | g_loss: 0.8214
Epoch [   12/   50] | d_loss: 0.7264 | g_loss: 1.5249
Epoch [   12/   50] | d_loss: 0.7520 | g_loss: 1.6588
Epoch [   12/   50] | d_loss: 1.1158 | g_loss: 2.4100
Epoch [   12/   50] | d_loss: 0.7516 | g_loss: 1.6044
Epoch [   12/   50] | d_loss: 0.7628 | g_loss: 1.1359
Epoch [   12/   50] | d_loss: 0.9011 | g_loss: 1.3418
Epoch [   12/   50] | d_loss: 0.7942 | g_loss: 1.4853
Epoch [   12/   50] | d_loss: 0.7304 | g_loss: 1.7032
Epoch [   12/   50] | d_loss: 0.9523 | g_loss: 0.9929
Epoch [   12/   50] | d_loss: 0.6691 | g_loss: 1.7142
Epoch [   12/   50] | d_loss: 0.8347 | g_loss: 1.7192
Epoch [   12/   50] | d_loss: 0.7266 | g_loss: 2.3097
Epoch [   12/   50] | d_loss: 0.7059 | g_loss: 1.7834
Epoch [   12/   50] | d_loss: 0.9204 | g_loss: 1.0820
Epoch [   12/   50] | d_loss: 0.8875 | g_loss: 1.6727
Epoch [   12/   50] | d_loss: 0.7554 | g_loss: 1.8309
Epoch [   12/   50] | d_loss: 0.7546 | g_loss: 1.7606
Epoch [   12/   50] | d_loss: 0.7238 | g_loss: 2.2617
Epoch [   12/   50] | d_loss: 0.8482 | g_loss: 1.5741
Epoch [   12/   50] | d_loss: 0.7467 | g_loss: 1.1039
Epoch [   12/   50] | d_loss: 0.8155 | g_loss: 1.0135
Epoch [   12/   50] | d_loss: 0.7896 | g_loss: 1.3360
Epoch [   12/   50] | d_loss: 0.7172 | g_loss: 1.9432
Epoch [   12/   50] | d_loss: 0.7450 | g_loss: 1.7212
Epoch [   12/   50] | d_loss: 0.9835 | g_loss: 2.1382
Epoch [   13/   50] | d_loss: 1.1580 | g_loss: 2.4608
Epoch [   13/   50] | d_loss: 0.5888 | g_loss: 1.9970
Epoch [   13/   50] | d_loss: 0.7603 | g_loss: 1.9263
Epoch [   13/   50] | d_loss: 0.9555 | g_loss: 2.0632
Epoch [   13/   50] | d_loss: 0.7725 | g_loss: 1.7047
Epoch [   13/   50] | d_loss: 0.7434 | g_loss: 2.0879
Epoch [   13/   50] | d_loss: 0.7668 | g_loss: 1.4185
Epoch [   13/   50] | d_loss: 0.7869 | g_loss: 2.1055
Epoch [   13/   50] | d_loss: 0.6589 | g_loss: 1.7507
Epoch [   13/   50] | d_loss: 0.7605 | g_loss: 1.3759
Epoch [   13/   50] | d_loss: 0.8241 | g_loss: 1.1825
Epoch [   13/   50] | d_loss: 0.6318 | g_loss: 1.7581
Epoch [   13/   50] | d_loss: 0.7747 | g_loss: 1.4924
Epoch [   13/   50] | d_loss: 0.7468 | g_loss: 1.4344
Epoch [   13/   50] | d_loss: 0.7292 | g_loss: 2.0255
Epoch [   13/   50] | d_loss: 0.7331 | g_loss: 1.7836
Epoch [   13/   50] | d_loss: 0.6517 | g_loss: 2.3690
Epoch [   13/   50] | d_loss: 0.7307 | g_loss: 1.6680
Epoch [   13/   50] | d_loss: 0.6413 | g_loss: 2.2301
Epoch [   13/   50] | d_loss: 1.0346 | g_loss: 1.2937
Epoch [   13/   50] | d_loss: 0.6366 | g_loss: 1.4987
Epoch [   13/   50] | d_loss: 0.7461 | g_loss: 1.8887
Epoch [   13/   50] | d_loss: 0.8086 | g_loss: 1.7267
Epoch [   13/   50] | d_loss: 0.9621 | g_loss: 2.1055
Epoch [   13/   50] | d_loss: 0.7183 | g_loss: 1.5426
Epoch [   13/   50] | d_loss: 0.7727 | g_loss: 1.9937
Epoch [   13/   50] | d_loss: 0.6680 | g_loss: 1.9005
Epoch [   13/   50] | d_loss: 0.7593 | g_loss: 1.1352
Epoch [   13/   50] | d_loss: 1.0677 | g_loss: 3.1814
Epoch [   14/   50] | d_loss: 0.8914 | g_loss: 2.6113
Epoch [   14/   50] | d_loss: 0.7494 | g_loss: 1.4740
Epoch [   14/   50] | d_loss: 0.7425 | g_loss: 1.3201
Epoch [   14/   50] | d_loss: 0.7639 | g_loss: 1.3987
Epoch [   14/   50] | d_loss: 0.8785 | g_loss: 1.1901
Epoch [   14/   50] | d_loss: 0.6901 | g_loss: 1.7410
Epoch [   14/   50] | d_loss: 0.8793 | g_loss: 1.4283
Epoch [   14/   50] | d_loss: 0.5740 | g_loss: 2.0676
Epoch [   14/   50] | d_loss: 0.7686 | g_loss: 1.0461
Epoch [   14/   50] | d_loss: 0.7057 | g_loss: 2.7322
Epoch [   14/   50] | d_loss: 0.6737 | g_loss: 1.6807
Epoch [   14/   50] | d_loss: 0.5574 | g_loss: 1.7770
Epoch [   14/   50] | d_loss: 0.7733 | g_loss: 1.4959
Epoch [   14/   50] | d_loss: 0.6848 | g_loss: 2.2968
Epoch [   14/   50] | d_loss: 0.6987 | g_loss: 1.4836
Epoch [   14/   50] | d_loss: 0.8002 | g_loss: 1.5556
Epoch [   14/   50] | d_loss: 0.6598 | g_loss: 1.9166
Epoch [   14/   50] | d_loss: 0.7035 | g_loss: 1.8546
Epoch [   14/   50] | d_loss: 0.7411 | g_loss: 0.6993
Epoch [   14/   50] | d_loss: 0.8161 | g_loss: 1.2764
Epoch [   14/   50] | d_loss: 0.5768 | g_loss: 1.9575
Epoch [   14/   50] | d_loss: 0.6487 | g_loss: 1.9380
Epoch [   14/   50] | d_loss: 0.7926 | g_loss: 1.5760
Epoch [   14/   50] | d_loss: 0.6317 | g_loss: 1.4722
Epoch [   14/   50] | d_loss: 0.7180 | g_loss: 1.4525
Epoch [   14/   50] | d_loss: 0.6520 | g_loss: 1.9457
Epoch [   14/   50] | d_loss: 0.7546 | g_loss: 2.3326
Epoch [   14/   50] | d_loss: 0.7087 | g_loss: 2.0262
Epoch [   14/   50] | d_loss: 0.6347 | g_loss: 2.5326
Epoch [   15/   50] | d_loss: 1.3757 | g_loss: 1.4243
Epoch [   15/   50] | d_loss: 0.8088 | g_loss: 2.0004
Epoch [   15/   50] | d_loss: 0.6626 | g_loss: 1.6740
Epoch [   15/   50] | d_loss: 0.6675 | g_loss: 2.2705
Epoch [   15/   50] | d_loss: 0.9210 | g_loss: 1.8901
Epoch [   15/   50] | d_loss: 0.6071 | g_loss: 1.9432
Epoch [   15/   50] | d_loss: 1.1561 | g_loss: 1.3821
Epoch [   15/   50] | d_loss: 0.5601 | g_loss: 1.5121
Epoch [   15/   50] | d_loss: 1.0078 | g_loss: 2.6732
Epoch [   15/   50] | d_loss: 0.6656 | g_loss: 2.6737
Epoch [   15/   50] | d_loss: 0.5912 | g_loss: 2.4156
Epoch [   15/   50] | d_loss: 0.6718 | g_loss: 1.9594
Epoch [   15/   50] | d_loss: 0.6959 | g_loss: 1.3764
Epoch [   15/   50] | d_loss: 0.8431 | g_loss: 1.2630
Epoch [   15/   50] | d_loss: 0.6334 | g_loss: 1.8278
Epoch [   15/   50] | d_loss: 0.7872 | g_loss: 2.7273
Epoch [   15/   50] | d_loss: 0.6862 | g_loss: 1.6776
Epoch [   15/   50] | d_loss: 0.9436 | g_loss: 3.0208
Epoch [   15/   50] | d_loss: 0.7103 | g_loss: 1.2365
Epoch [   15/   50] | d_loss: 0.7665 | g_loss: 1.7700
Epoch [   15/   50] | d_loss: 0.6770 | g_loss: 1.5183
Epoch [   15/   50] | d_loss: 0.6101 | g_loss: 2.7100
Epoch [   15/   50] | d_loss: 0.7374 | g_loss: 2.4084
Epoch [   15/   50] | d_loss: 0.7646 | g_loss: 2.5021
Epoch [   15/   50] | d_loss: 0.6974 | g_loss: 2.1717
Epoch [   15/   50] | d_loss: 0.7532 | g_loss: 1.6583
Epoch [   15/   50] | d_loss: 0.6809 | g_loss: 2.0687
Epoch [   15/   50] | d_loss: 0.6284 | g_loss: 2.0752
Epoch [   15/   50] | d_loss: 0.5735 | g_loss: 1.9015
Epoch [   16/   50] | d_loss: 0.7645 | g_loss: 2.8526
Epoch [   16/   50] | d_loss: 0.5497 | g_loss: 2.1132
Epoch [   16/   50] | d_loss: 0.5710 | g_loss: 1.9658
Epoch [   16/   50] | d_loss: 0.6521 | g_loss: 1.4180
Epoch [   16/   50] | d_loss: 0.6561 | g_loss: 1.4059
Epoch [   16/   50] | d_loss: 0.5375 | g_loss: 2.4285
Epoch [   16/   50] | d_loss: 0.5805 | g_loss: 1.8031
Epoch [   16/   50] | d_loss: 0.6753 | g_loss: 1.7683
Epoch [   16/   50] | d_loss: 0.6281 | g_loss: 2.4615
Epoch [   16/   50] | d_loss: 1.0474 | g_loss: 2.8269
Epoch [   16/   50] | d_loss: 0.7178 | g_loss: 2.5797
Epoch [   16/   50] | d_loss: 0.9413 | g_loss: 2.0878
Epoch [   16/   50] | d_loss: 0.6370 | g_loss: 3.2973
Epoch [   16/   50] | d_loss: 0.8802 | g_loss: 2.6338
Epoch [   16/   50] | d_loss: 0.7065 | g_loss: 2.4689
Epoch [   16/   50] | d_loss: 0.5384 | g_loss: 1.7646
Epoch [   16/   50] | d_loss: 0.6684 | g_loss: 1.7172
Epoch [   16/   50] | d_loss: 1.2234 | g_loss: 2.8453
Epoch [   16/   50] | d_loss: 1.4572 | g_loss: 1.3427
Epoch [   16/   50] | d_loss: 0.7347 | g_loss: 1.1418
Epoch [   16/   50] | d_loss: 0.5566 | g_loss: 1.5436
Epoch [   16/   50] | d_loss: 0.5889 | g_loss: 1.4527
Epoch [   16/   50] | d_loss: 1.4608 | g_loss: 4.8979
Epoch [   16/   50] | d_loss: 0.6568 | g_loss: 1.6630
Epoch [   16/   50] | d_loss: 0.7095 | g_loss: 2.4582
Epoch [   16/   50] | d_loss: 0.5777 | g_loss: 2.0877
Epoch [   16/   50] | d_loss: 0.8894 | g_loss: 3.4467
Epoch [   16/   50] | d_loss: 0.5922 | g_loss: 1.8727
Epoch [   16/   50] | d_loss: 0.6074 | g_loss: 1.6608
Epoch [   17/   50] | d_loss: 0.5884 | g_loss: 1.5748
Epoch [   17/   50] | d_loss: 0.5542 | g_loss: 2.7023
Epoch [   17/   50] | d_loss: 0.5295 | g_loss: 2.5150
Epoch [   17/   50] | d_loss: 0.8790 | g_loss: 1.2489
Epoch [   17/   50] | d_loss: 0.6971 | g_loss: 2.9206
Epoch [   17/   50] | d_loss: 0.6618 | g_loss: 2.0958
Epoch [   17/   50] | d_loss: 0.7947 | g_loss: 1.3352
Epoch [   17/   50] | d_loss: 0.7206 | g_loss: 2.7141
Epoch [   17/   50] | d_loss: 0.7829 | g_loss: 2.5790
Epoch [   17/   50] | d_loss: 0.6524 | g_loss: 1.4739
Epoch [   17/   50] | d_loss: 0.6529 | g_loss: 1.4030
Epoch [   17/   50] | d_loss: 0.6681 | g_loss: 1.6624
Epoch [   17/   50] | d_loss: 0.6520 | g_loss: 1.6354
Epoch [   17/   50] | d_loss: 0.6066 | g_loss: 2.1633
Epoch [   17/   50] | d_loss: 0.7622 | g_loss: 1.3522
Epoch [   17/   50] | d_loss: 0.7110 | g_loss: 2.4183
Epoch [   17/   50] | d_loss: 0.5565 | g_loss: 2.6269
Epoch [   17/   50] | d_loss: 0.7513 | g_loss: 2.6713
Epoch [   17/   50] | d_loss: 0.7158 | g_loss: 2.6490
Epoch [   17/   50] | d_loss: 0.5666 | g_loss: 1.6060
Epoch [   17/   50] | d_loss: 0.6356 | g_loss: 1.9773
Epoch [   17/   50] | d_loss: 0.6716 | g_loss: 1.5712
Epoch [   17/   50] | d_loss: 0.6305 | g_loss: 1.6809
Epoch [   17/   50] | d_loss: 0.8201 | g_loss: 1.1261
Epoch [   17/   50] | d_loss: 0.5949 | g_loss: 1.7700
Epoch [   17/   50] | d_loss: 1.2129 | g_loss: 4.3239
Epoch [   17/   50] | d_loss: 0.4948 | g_loss: 1.4675
Epoch [   17/   50] | d_loss: 0.8096 | g_loss: 1.1405
Epoch [   17/   50] | d_loss: 0.8536 | g_loss: 2.2189
Epoch [   18/   50] | d_loss: 0.8503 | g_loss: 2.1640
Epoch [   18/   50] | d_loss: 0.8002 | g_loss: 1.8426
Epoch [   18/   50] | d_loss: 0.8064 | g_loss: 1.9814
Epoch [   18/   50] | d_loss: 0.5711 | g_loss: 2.0894
Epoch [   18/   50] | d_loss: 0.5678 | g_loss: 1.9463
Epoch [   18/   50] | d_loss: 0.5787 | g_loss: 1.5181
Epoch [   18/   50] | d_loss: 0.6778 | g_loss: 2.5547
Epoch [   18/   50] | d_loss: 0.6158 | g_loss: 1.7979
Epoch [   18/   50] | d_loss: 0.6577 | g_loss: 1.6166
Epoch [   18/   50] | d_loss: 0.5828 | g_loss: 2.0292
Epoch [   18/   50] | d_loss: 0.6177 | g_loss: 1.7950
Epoch [   18/   50] | d_loss: 0.6644 | g_loss: 2.1731
Epoch [   18/   50] | d_loss: 0.6460 | g_loss: 2.3568
Epoch [   18/   50] | d_loss: 0.5687 | g_loss: 2.7693
Epoch [   18/   50] | d_loss: 0.8734 | g_loss: 2.8266
Epoch [   18/   50] | d_loss: 0.6301 | g_loss: 1.6974
Epoch [   18/   50] | d_loss: 0.5870 | g_loss: 1.8185
Epoch [   18/   50] | d_loss: 0.5477 | g_loss: 2.8022
Epoch [   18/   50] | d_loss: 0.5942 | g_loss: 2.2947
Epoch [   18/   50] | d_loss: 0.5743 | g_loss: 2.6061
Epoch [   18/   50] | d_loss: 0.6786 | g_loss: 2.1451
Epoch [   18/   50] | d_loss: 0.5715 | g_loss: 2.2277
Epoch [   18/   50] | d_loss: 0.6156 | g_loss: 1.9491
Epoch [   18/   50] | d_loss: 0.7241 | g_loss: 2.3859
Epoch [   18/   50] | d_loss: 0.8988 | g_loss: 2.6301
Epoch [   18/   50] | d_loss: 0.6733 | g_loss: 1.8195
Epoch [   18/   50] | d_loss: 0.7820 | g_loss: 1.5085
Epoch [   18/   50] | d_loss: 0.4898 | g_loss: 1.8423
Epoch [   18/   50] | d_loss: 0.5085 | g_loss: 1.7867
Epoch [   19/   50] | d_loss: 0.6105 | g_loss: 2.5962
Epoch [   19/   50] | d_loss: 0.5626 | g_loss: 1.7121
Epoch [   19/   50] | d_loss: 0.4664 | g_loss: 2.7566
Epoch [   19/   50] | d_loss: 0.9536 | g_loss: 2.0373
Epoch [   19/   50] | d_loss: 0.4958 | g_loss: 2.6392
Epoch [   19/   50] | d_loss: 0.7540 | g_loss: 2.1286
Epoch [   19/   50] | d_loss: 0.5515 | g_loss: 1.9691
Epoch [   19/   50] | d_loss: 0.4548 | g_loss: 2.1758
Epoch [   19/   50] | d_loss: 0.7444 | g_loss: 1.9899
Epoch [   19/   50] | d_loss: 0.6704 | g_loss: 2.1014
Epoch [   19/   50] | d_loss: 0.6618 | g_loss: 1.3961
Epoch [   19/   50] | d_loss: 0.9459 | g_loss: 1.4477
Epoch [   19/   50] | d_loss: 0.6528 | g_loss: 1.3817
Epoch [   19/   50] | d_loss: 0.5009 | g_loss: 1.8326
Epoch [   19/   50] | d_loss: 0.6820 | g_loss: 2.2270
Epoch [   19/   50] | d_loss: 0.6157 | g_loss: 2.1986
Epoch [   19/   50] | d_loss: 0.5715 | g_loss: 2.0942
Epoch [   19/   50] | d_loss: 0.7190 | g_loss: 2.6732
Epoch [   19/   50] | d_loss: 0.5535 | g_loss: 2.0610
Epoch [   19/   50] | d_loss: 0.6948 | g_loss: 2.2979
Epoch [   19/   50] | d_loss: 0.7124 | g_loss: 2.8387
Epoch [   19/   50] | d_loss: 0.6645 | g_loss: 0.9346
Epoch [   19/   50] | d_loss: 0.6865 | g_loss: 1.3016
Epoch [   19/   50] | d_loss: 0.6322 | g_loss: 2.7324
Epoch [   19/   50] | d_loss: 0.6959 | g_loss: 2.0388
Epoch [   19/   50] | d_loss: 0.5980 | g_loss: 2.3534
Epoch [   19/   50] | d_loss: 0.5101 | g_loss: 2.0246
Epoch [   19/   50] | d_loss: 0.5235 | g_loss: 2.1620
Epoch [   19/   50] | d_loss: 0.6683 | g_loss: 2.4775
Epoch [   20/   50] | d_loss: 0.5353 | g_loss: 3.0935
Epoch [   20/   50] | d_loss: 0.5845 | g_loss: 1.0795
Epoch [   20/   50] | d_loss: 0.6116 | g_loss: 2.0612
Epoch [   20/   50] | d_loss: 0.4722 | g_loss: 2.4328
Epoch [   20/   50] | d_loss: 0.8155 | g_loss: 1.3049
Epoch [   20/   50] | d_loss: 0.6450 | g_loss: 2.3217
Epoch [   20/   50] | d_loss: 0.8834 | g_loss: 0.9609
Epoch [   20/   50] | d_loss: 0.5802 | g_loss: 1.8043
Epoch [   20/   50] | d_loss: 0.6828 | g_loss: 1.9864
Epoch [   20/   50] | d_loss: 0.4766 | g_loss: 2.3977
Epoch [   20/   50] | d_loss: 0.6962 | g_loss: 1.9956
Epoch [   20/   50] | d_loss: 0.7091 | g_loss: 1.8456
Epoch [   20/   50] | d_loss: 0.5504 | g_loss: 1.9929
Epoch [   20/   50] | d_loss: 0.7276 | g_loss: 1.0701
Epoch [   20/   50] | d_loss: 0.5621 | g_loss: 1.9092
Epoch [   20/   50] | d_loss: 0.5915 | g_loss: 2.1179
Epoch [   20/   50] | d_loss: 0.6883 | g_loss: 1.6583
Epoch [   20/   50] | d_loss: 0.9810 | g_loss: 1.8492
Epoch [   20/   50] | d_loss: 0.5676 | g_loss: 2.8537
Epoch [   20/   50] | d_loss: 0.6186 | g_loss: 2.0857
Epoch [   20/   50] | d_loss: 0.5145 | g_loss: 2.7288
Epoch [   20/   50] | d_loss: 0.5634 | g_loss: 2.1625
Epoch [   20/   50] | d_loss: 0.4614 | g_loss: 3.0793
Epoch [   20/   50] | d_loss: 0.4878 | g_loss: 1.9667
Epoch [   20/   50] | d_loss: 0.5708 | g_loss: 2.1507
Epoch [   20/   50] | d_loss: 0.5667 | g_loss: 2.4535
Epoch [   20/   50] | d_loss: 0.4911 | g_loss: 2.7808
Epoch [   20/   50] | d_loss: 1.0549 | g_loss: 1.1287
Epoch [   20/   50] | d_loss: 0.5317 | g_loss: 1.6567
Epoch [   21/   50] | d_loss: 0.6378 | g_loss: 3.6185
Epoch [   21/   50] | d_loss: 0.6490 | g_loss: 2.3241
Epoch [   21/   50] | d_loss: 0.4908 | g_loss: 2.4419
Epoch [   21/   50] | d_loss: 0.6080 | g_loss: 2.1793
Epoch [   21/   50] | d_loss: 0.5231 | g_loss: 2.5057
Epoch [   21/   50] | d_loss: 0.5931 | g_loss: 1.8190
Epoch [   21/   50] | d_loss: 0.6084 | g_loss: 2.3321
Epoch [   21/   50] | d_loss: 0.7232 | g_loss: 1.6387
Epoch [   21/   50] | d_loss: 0.4554 | g_loss: 2.7556
Epoch [   21/   50] | d_loss: 0.4982 | g_loss: 2.5047
Epoch [   21/   50] | d_loss: 1.0192 | g_loss: 3.4516
Epoch [   21/   50] | d_loss: 0.5366 | g_loss: 2.1090
Epoch [   21/   50] | d_loss: 0.4763 | g_loss: 2.4079
Epoch [   21/   50] | d_loss: 0.5082 | g_loss: 2.2735
Epoch [   21/   50] | d_loss: 0.6247 | g_loss: 1.5912
Epoch [   21/   50] | d_loss: 0.7221 | g_loss: 2.2964
Epoch [   21/   50] | d_loss: 0.7433 | g_loss: 2.1879
Epoch [   21/   50] | d_loss: 0.5366 | g_loss: 2.1205
Epoch [   21/   50] | d_loss: 0.5720 | g_loss: 2.4130
Epoch [   21/   50] | d_loss: 0.5270 | g_loss: 1.8251
Epoch [   21/   50] | d_loss: 0.6783 | g_loss: 3.0053
Epoch [   21/   50] | d_loss: 0.6886 | g_loss: 2.3636
Epoch [   21/   50] | d_loss: 0.5281 | g_loss: 1.9077
Epoch [   21/   50] | d_loss: 0.5737 | g_loss: 2.4091
Epoch [   21/   50] | d_loss: 0.5328 | g_loss: 2.3576
Epoch [   21/   50] | d_loss: 0.5505 | g_loss: 2.7594
Epoch [   21/   50] | d_loss: 0.5345 | g_loss: 2.1805
Epoch [   21/   50] | d_loss: 0.6471 | g_loss: 2.2623
Epoch [   21/   50] | d_loss: 0.5676 | g_loss: 1.3372
Epoch [   22/   50] | d_loss: 2.9757 | g_loss: 6.2813
Epoch [   22/   50] | d_loss: 0.5903 | g_loss: 2.0827
Epoch [   22/   50] | d_loss: 0.5639 | g_loss: 3.0998
Epoch [   22/   50] | d_loss: 0.5841 | g_loss: 2.5043
Epoch [   22/   50] | d_loss: 0.5133 | g_loss: 3.0153
Epoch [   22/   50] | d_loss: 0.7029 | g_loss: 2.7660
Epoch [   22/   50] | d_loss: 0.5538 | g_loss: 1.5148
Epoch [   22/   50] | d_loss: 0.5935 | g_loss: 2.2584
Epoch [   22/   50] | d_loss: 0.6757 | g_loss: 2.4310
Epoch [   22/   50] | d_loss: 0.5335 | g_loss: 2.3691
Epoch [   22/   50] | d_loss: 0.6192 | g_loss: 2.5582
Epoch [   22/   50] | d_loss: 0.4790 | g_loss: 2.9859
Epoch [   22/   50] | d_loss: 0.6847 | g_loss: 3.0861
Epoch [   22/   50] | d_loss: 0.4416 | g_loss: 3.0594
Epoch [   22/   50] | d_loss: 0.5350 | g_loss: 2.4686
Epoch [   22/   50] | d_loss: 0.5898 | g_loss: 2.5634
Epoch [   22/   50] | d_loss: 0.7886 | g_loss: 1.2402
Epoch [   22/   50] | d_loss: 0.4837 | g_loss: 2.5505
Epoch [   22/   50] | d_loss: 0.4902 | g_loss: 2.0943
Epoch [   22/   50] | d_loss: 0.4826 | g_loss: 2.6740
Epoch [   22/   50] | d_loss: 0.7073 | g_loss: 2.0592
Epoch [   22/   50] | d_loss: 0.6596 | g_loss: 1.9930
Epoch [   22/   50] | d_loss: 0.6159 | g_loss: 2.4729
Epoch [   22/   50] | d_loss: 0.4953 | g_loss: 1.8901
Epoch [   22/   50] | d_loss: 0.5367 | g_loss: 2.2254
Epoch [   22/   50] | d_loss: 0.7322 | g_loss: 2.5987
Epoch [   22/   50] | d_loss: 1.0042 | g_loss: 1.7392
Epoch [   22/   50] | d_loss: 0.5136 | g_loss: 1.6353
Epoch [   22/   50] | d_loss: 0.6259 | g_loss: 1.6751
Epoch [   23/   50] | d_loss: 0.6283 | g_loss: 2.6357
Epoch [   23/   50] | d_loss: 0.5250 | g_loss: 1.9086
Epoch [   23/   50] | d_loss: 0.4821 | g_loss: 2.4711
Epoch [   23/   50] | d_loss: 0.5456 | g_loss: 1.6201
Epoch [   23/   50] | d_loss: 0.5604 | g_loss: 3.6077
Epoch [   23/   50] | d_loss: 0.5473 | g_loss: 2.1578
Epoch [   23/   50] | d_loss: 0.7364 | g_loss: 1.9634
Epoch [   23/   50] | d_loss: 0.6914 | g_loss: 1.3111
Epoch [   23/   50] | d_loss: 0.5128 | g_loss: 2.1412
Epoch [   23/   50] | d_loss: 0.5848 | g_loss: 2.9059
Epoch [   23/   50] | d_loss: 0.5247 | g_loss: 2.7989
Epoch [   23/   50] | d_loss: 0.9549 | g_loss: 3.3714
Epoch [   23/   50] | d_loss: 0.4832 | g_loss: 3.0392
Epoch [   23/   50] | d_loss: 0.5617 | g_loss: 2.6490
Epoch [   23/   50] | d_loss: 0.5410 | g_loss: 1.9514
Epoch [   23/   50] | d_loss: 0.5750 | g_loss: 2.5717
Epoch [   23/   50] | d_loss: 0.5735 | g_loss: 2.2960
Epoch [   23/   50] | d_loss: 0.6230 | g_loss: 2.1886
Epoch [   23/   50] | d_loss: 0.4733 | g_loss: 3.3329
Epoch [   23/   50] | d_loss: 0.5673 | g_loss: 2.5913
Epoch [   23/   50] | d_loss: 0.5982 | g_loss: 2.2144
Epoch [   23/   50] | d_loss: 0.5469 | g_loss: 2.3413
Epoch [   23/   50] | d_loss: 0.6187 | g_loss: 1.1523
Epoch [   23/   50] | d_loss: 0.5839 | g_loss: 1.9224
Epoch [   23/   50] | d_loss: 0.7013 | g_loss: 1.8935
Epoch [   23/   50] | d_loss: 0.6423 | g_loss: 1.7796
Epoch [   23/   50] | d_loss: 0.5746 | g_loss: 2.8116
Epoch [   23/   50] | d_loss: 0.5620 | g_loss: 2.0876
Epoch [   23/   50] | d_loss: 0.4854 | g_loss: 2.8955
Epoch [   24/   50] | d_loss: 0.5271 | g_loss: 2.5894
Epoch [   24/   50] | d_loss: 0.4767 | g_loss: 3.1658
Epoch [   24/   50] | d_loss: 0.8459 | g_loss: 2.9019
Epoch [   24/   50] | d_loss: 0.4382 | g_loss: 3.0849
Epoch [   24/   50] | d_loss: 0.6949 | g_loss: 2.1019
Epoch [   24/   50] | d_loss: 0.5222 | g_loss: 2.3086
Epoch [   24/   50] | d_loss: 0.4911 | g_loss: 4.0014
Epoch [   24/   50] | d_loss: 0.5293 | g_loss: 2.6448
Epoch [   24/   50] | d_loss: 0.6148 | g_loss: 2.2679
Epoch [   24/   50] | d_loss: 0.4466 | g_loss: 2.4544
Epoch [   24/   50] | d_loss: 0.6140 | g_loss: 2.4839
Epoch [   24/   50] | d_loss: 0.4545 | g_loss: 1.7766
Epoch [   24/   50] | d_loss: 0.5212 | g_loss: 3.0301
Epoch [   24/   50] | d_loss: 0.7028 | g_loss: 2.1422
Epoch [   24/   50] | d_loss: 0.5570 | g_loss: 1.7975
Epoch [   24/   50] | d_loss: 0.8899 | g_loss: 1.0537
Epoch [   24/   50] | d_loss: 0.4500 | g_loss: 2.6660
Epoch [   24/   50] | d_loss: 0.5056 | g_loss: 2.7505
Epoch [   24/   50] | d_loss: 0.5638 | g_loss: 2.2611
Epoch [   24/   50] | d_loss: 0.6254 | g_loss: 1.5532
Epoch [   24/   50] | d_loss: 0.4884 | g_loss: 2.4185
Epoch [   24/   50] | d_loss: 0.7145 | g_loss: 3.2285
Epoch [   24/   50] | d_loss: 0.6080 | g_loss: 3.4138
Epoch [   24/   50] | d_loss: 0.5231 | g_loss: 2.6727
Epoch [   24/   50] | d_loss: 0.6267 | g_loss: 2.4021
Epoch [   24/   50] | d_loss: 0.5537 | g_loss: 2.8444
Epoch [   24/   50] | d_loss: 0.5839 | g_loss: 1.4305
Epoch [   24/   50] | d_loss: 0.6814 | g_loss: 1.5494
Epoch [   24/   50] | d_loss: 1.6413 | g_loss: 0.6112
Epoch [   25/   50] | d_loss: 2.2103 | g_loss: 0.4897
Epoch [   25/   50] | d_loss: 0.6940 | g_loss: 2.3985
Epoch [   25/   50] | d_loss: 0.5628 | g_loss: 2.1716
Epoch [   25/   50] | d_loss: 0.4961 | g_loss: 2.6706
Epoch [   25/   50] | d_loss: 0.4814 | g_loss: 1.6977
Epoch [   25/   50] | d_loss: 0.6465 | g_loss: 2.5942
Epoch [   25/   50] | d_loss: 0.5931 | g_loss: 1.7567
Epoch [   25/   50] | d_loss: 0.7694 | g_loss: 1.2389
Epoch [   25/   50] | d_loss: 0.7406 | g_loss: 1.7698
Epoch [   25/   50] | d_loss: 0.4988 | g_loss: 3.0964
Epoch [   25/   50] | d_loss: 0.5257 | g_loss: 1.9037
Epoch [   25/   50] | d_loss: 0.6500 | g_loss: 2.1146
Epoch [   25/   50] | d_loss: 0.5332 | g_loss: 2.3321
Epoch [   25/   50] | d_loss: 0.6074 | g_loss: 1.6999
Epoch [   25/   50] | d_loss: 0.5821 | g_loss: 2.7580
Epoch [   25/   50] | d_loss: 0.6696 | g_loss: 1.4728
Epoch [   25/   50] | d_loss: 0.5604 | g_loss: 2.3834
Epoch [   25/   50] | d_loss: 0.6229 | g_loss: 2.5197
Epoch [   25/   50] | d_loss: 0.5913 | g_loss: 2.4253
Epoch [   25/   50] | d_loss: 0.5888 | g_loss: 2.4689
Epoch [   25/   50] | d_loss: 0.7169 | g_loss: 1.9957
Epoch [   25/   50] | d_loss: 0.5113 | g_loss: 2.4536
Epoch [   25/   50] | d_loss: 0.9628 | g_loss: 2.0526
Epoch [   25/   50] | d_loss: 0.5556 | g_loss: 2.5420
Epoch [   25/   50] | d_loss: 0.6082 | g_loss: 3.2450
Epoch [   25/   50] | d_loss: 0.5264 | g_loss: 2.4453
Epoch [   25/   50] | d_loss: 0.5109 | g_loss: 1.9982
Epoch [   25/   50] | d_loss: 0.5407 | g_loss: 2.1086
Epoch [   25/   50] | d_loss: 0.5384 | g_loss: 2.6673
Epoch [   26/   50] | d_loss: 0.5291 | g_loss: 2.6902
Epoch [   26/   50] | d_loss: 1.3477 | g_loss: 3.4662
Epoch [   26/   50] | d_loss: 0.5739 | g_loss: 2.1252
Epoch [   26/   50] | d_loss: 0.5401 | g_loss: 2.2863
Epoch [   26/   50] | d_loss: 0.6409 | g_loss: 1.9354
Epoch [   26/   50] | d_loss: 0.5132 | g_loss: 2.4165
Epoch [   26/   50] | d_loss: 0.7292 | g_loss: 1.4961
Epoch [   26/   50] | d_loss: 0.5440 | g_loss: 2.7259
Epoch [   26/   50] | d_loss: 1.3562 | g_loss: 1.2121
Epoch [   26/   50] | d_loss: 0.5393 | g_loss: 2.9517
Epoch [   26/   50] | d_loss: 1.8339 | g_loss: 0.9272
Epoch [   26/   50] | d_loss: 0.4520 | g_loss: 1.8965
Epoch [   26/   50] | d_loss: 0.5880 | g_loss: 1.5910
Epoch [   26/   50] | d_loss: 0.5166 | g_loss: 2.9808
Epoch [   26/   50] | d_loss: 1.2143 | g_loss: 2.9237
Epoch [   26/   50] | d_loss: 0.5152 | g_loss: 2.6515
Epoch [   26/   50] | d_loss: 0.4775 | g_loss: 2.7543
Epoch [   26/   50] | d_loss: 0.4427 | g_loss: 2.8902
Epoch [   26/   50] | d_loss: 0.4554 | g_loss: 2.7263
Epoch [   26/   50] | d_loss: 0.6598 | g_loss: 1.3343
Epoch [   26/   50] | d_loss: 0.6424 | g_loss: 2.7068
Epoch [   26/   50] | d_loss: 0.7317 | g_loss: 2.4490
Epoch [   26/   50] | d_loss: 0.5304 | g_loss: 2.4869
Epoch [   26/   50] | d_loss: 0.4940 | g_loss: 2.7493
Epoch [   26/   50] | d_loss: 0.5034 | g_loss: 2.1862
Epoch [   26/   50] | d_loss: 0.4870 | g_loss: 2.8478
Epoch [   26/   50] | d_loss: 0.5683 | g_loss: 1.8976
Epoch [   26/   50] | d_loss: 0.5008 | g_loss: 1.5415
Epoch [   26/   50] | d_loss: 0.5336 | g_loss: 2.1116
Epoch [   27/   50] | d_loss: 0.5945 | g_loss: 2.9896
Epoch [   27/   50] | d_loss: 0.4698 | g_loss: 2.5430
Epoch [   27/   50] | d_loss: 0.6718 | g_loss: 2.5842
Epoch [   27/   50] | d_loss: 0.5122 | g_loss: 2.9933
Epoch [   27/   50] | d_loss: 0.4989 | g_loss: 2.3729
Epoch [   27/   50] | d_loss: 1.2552 | g_loss: 1.1993
Epoch [   27/   50] | d_loss: 0.5812 | g_loss: 2.3124
Epoch [   27/   50] | d_loss: 0.5636 | g_loss: 2.9986
Epoch [   27/   50] | d_loss: 0.5286 | g_loss: 2.2399
Epoch [   27/   50] | d_loss: 0.5050 | g_loss: 2.9830
Epoch [   27/   50] | d_loss: 0.4895 | g_loss: 2.9159
Epoch [   27/   50] | d_loss: 0.5649 | g_loss: 2.3333
Epoch [   27/   50] | d_loss: 0.5121 | g_loss: 3.5385
Epoch [   27/   50] | d_loss: 1.4063 | g_loss: 1.4824
Epoch [   27/   50] | d_loss: 0.5341 | g_loss: 2.5889
Epoch [   27/   50] | d_loss: 0.4703 | g_loss: 1.9549
Epoch [   27/   50] | d_loss: 0.5059 | g_loss: 2.9051
Epoch [   27/   50] | d_loss: 0.4598 | g_loss: 4.3132
Epoch [   27/   50] | d_loss: 0.4364 | g_loss: 3.0561
Epoch [   27/   50] | d_loss: 0.5170 | g_loss: 3.2217
Epoch [   27/   50] | d_loss: 0.5007 | g_loss: 2.0343
Epoch [   27/   50] | d_loss: 0.5398 | g_loss: 2.2402
Epoch [   27/   50] | d_loss: 0.5375 | g_loss: 1.6936
Epoch [   27/   50] | d_loss: 0.5765 | g_loss: 1.7983
Epoch [   27/   50] | d_loss: 0.5802 | g_loss: 2.3207
Epoch [   27/   50] | d_loss: 0.6338 | g_loss: 2.8290
Epoch [   27/   50] | d_loss: 0.4922 | g_loss: 1.9897
Epoch [   27/   50] | d_loss: 0.4299 | g_loss: 2.8647
Epoch [   27/   50] | d_loss: 0.5564 | g_loss: 1.6755
Epoch [   28/   50] | d_loss: 0.5219 | g_loss: 2.4890
Epoch [   28/   50] | d_loss: 0.5372 | g_loss: 2.6067
Epoch [   28/   50] | d_loss: 0.4925 | g_loss: 2.7188
Epoch [   28/   50] | d_loss: 0.5948 | g_loss: 3.2373
Epoch [   28/   50] | d_loss: 0.4947 | g_loss: 2.2554
Epoch [   28/   50] | d_loss: 0.6088 | g_loss: 2.5347
Epoch [   28/   50] | d_loss: 0.5383 | g_loss: 1.7832
Epoch [   28/   50] | d_loss: 0.7130 | g_loss: 2.6722
Epoch [   28/   50] | d_loss: 0.4920 | g_loss: 2.2440
Epoch [   28/   50] | d_loss: 0.4972 | g_loss: 3.0895
Epoch [   28/   50] | d_loss: 0.5144 | g_loss: 1.9395
Epoch [   28/   50] | d_loss: 0.5339 | g_loss: 2.4407
Epoch [   28/   50] | d_loss: 0.5104 | g_loss: 3.3340
Epoch [   28/   50] | d_loss: 0.5100 | g_loss: 2.7212
Epoch [   28/   50] | d_loss: 0.4544 | g_loss: 3.7988
Epoch [   28/   50] | d_loss: 0.7696 | g_loss: 1.9474
Epoch [   28/   50] | d_loss: 0.5075 | g_loss: 2.2698
Epoch [   28/   50] | d_loss: 0.5108 | g_loss: 2.3959
Epoch [   28/   50] | d_loss: 0.5168 | g_loss: 1.8913
Epoch [   28/   50] | d_loss: 0.6591 | g_loss: 2.2691
Epoch [   28/   50] | d_loss: 0.4977 | g_loss: 2.9760
Epoch [   28/   50] | d_loss: 0.4933 | g_loss: 2.2850
Epoch [   28/   50] | d_loss: 0.5032 | g_loss: 2.7823
Epoch [   28/   50] | d_loss: 2.1527 | g_loss: 5.6313
Epoch [   28/   50] | d_loss: 0.4591 | g_loss: 3.0799
Epoch [   28/   50] | d_loss: 0.5220 | g_loss: 2.7347
Epoch [   28/   50] | d_loss: 0.5045 | g_loss: 3.1105
Epoch [   28/   50] | d_loss: 0.5668 | g_loss: 2.5085
Epoch [   28/   50] | d_loss: 0.4808 | g_loss: 2.4660
Epoch [   29/   50] | d_loss: 0.5997 | g_loss: 1.7875
Epoch [   29/   50] | d_loss: 0.5729 | g_loss: 1.4980
Epoch [   29/   50] | d_loss: 0.5237 | g_loss: 2.1664
Epoch [   29/   50] | d_loss: 0.4572 | g_loss: 2.6057
Epoch [   29/   50] | d_loss: 0.5314 | g_loss: 2.8139
Epoch [   29/   50] | d_loss: 0.6238 | g_loss: 2.0694
Epoch [   29/   50] | d_loss: 0.4963 | g_loss: 3.4923
Epoch [   29/   50] | d_loss: 0.5408 | g_loss: 2.2209
Epoch [   29/   50] | d_loss: 0.7027 | g_loss: 1.8957
Epoch [   29/   50] | d_loss: 0.6338 | g_loss: 2.3667
Epoch [   29/   50] | d_loss: 0.6201 | g_loss: 2.6416
Epoch [   29/   50] | d_loss: 0.4511 | g_loss: 3.7401
Epoch [   29/   50] | d_loss: 0.4900 | g_loss: 2.8214
Epoch [   29/   50] | d_loss: 0.5140 | g_loss: 2.9257
Epoch [   29/   50] | d_loss: 0.5855 | g_loss: 1.8749
Epoch [   29/   50] | d_loss: 0.6320 | g_loss: 1.7933
Epoch [   29/   50] | d_loss: 0.5901 | g_loss: 1.8482
Epoch [   29/   50] | d_loss: 0.6303 | g_loss: 3.2014
Epoch [   29/   50] | d_loss: 0.4416 | g_loss: 2.3956
Epoch [   29/   50] | d_loss: 0.4844 | g_loss: 2.7693
Epoch [   29/   50] | d_loss: 0.4878 | g_loss: 2.2967
Epoch [   29/   50] | d_loss: 0.4798 | g_loss: 3.2346
Epoch [   29/   50] | d_loss: 0.3872 | g_loss: 3.7775
Epoch [   29/   50] | d_loss: 0.6710 | g_loss: 3.4547
Epoch [   29/   50] | d_loss: 0.5295 | g_loss: 2.3157
Epoch [   29/   50] | d_loss: 0.5639 | g_loss: 2.5804
Epoch [   29/   50] | d_loss: 0.5679 | g_loss: 2.9765
Epoch [   29/   50] | d_loss: 0.4940 | g_loss: 3.0307
Epoch [   29/   50] | d_loss: 0.4897 | g_loss: 3.4572
Epoch [   30/   50] | d_loss: 0.7849 | g_loss: 3.2911
Epoch [   30/   50] | d_loss: 0.4760 | g_loss: 3.3602
Epoch [   30/   50] | d_loss: 0.4257 | g_loss: 3.5953
Epoch [   30/   50] | d_loss: 0.5664 | g_loss: 2.1543
Epoch [   30/   50] | d_loss: 0.5239 | g_loss: 1.8857
Epoch [   30/   50] | d_loss: 0.6779 | g_loss: 1.7988
Epoch [   30/   50] | d_loss: 0.4532 | g_loss: 1.9034
Epoch [   30/   50] | d_loss: 0.5838 | g_loss: 2.5475
Epoch [   30/   50] | d_loss: 0.5082 | g_loss: 1.7891
Epoch [   30/   50] | d_loss: 0.8228 | g_loss: 2.5811
Epoch [   30/   50] | d_loss: 0.4357 | g_loss: 3.5735
Epoch [   30/   50] | d_loss: 0.7153 | g_loss: 2.5831
Epoch [   30/   50] | d_loss: 0.6562 | g_loss: 2.2944
Epoch [   30/   50] | d_loss: 0.4509 | g_loss: 3.3452
Epoch [   30/   50] | d_loss: 0.4671 | g_loss: 3.2554
Epoch [   30/   50] | d_loss: 0.5328 | g_loss: 2.1889
Epoch [   30/   50] | d_loss: 0.6417 | g_loss: 2.0238
Epoch [   30/   50] | d_loss: 0.4337 | g_loss: 3.2046
Epoch [   30/   50] | d_loss: 0.5310 | g_loss: 2.6313
Epoch [   30/   50] | d_loss: 0.8246 | g_loss: 1.0369
Epoch [   30/   50] | d_loss: 0.4359 | g_loss: 2.4697
Epoch [   30/   50] | d_loss: 0.4838 | g_loss: 2.3693
Epoch [   30/   50] | d_loss: 0.8001 | g_loss: 2.6082
Epoch [   30/   50] | d_loss: 0.5331 | g_loss: 2.2737
Epoch [   30/   50] | d_loss: 0.4762 | g_loss: 2.3179
Epoch [   30/   50] | d_loss: 0.5649 | g_loss: 2.2915
Epoch [   30/   50] | d_loss: 0.6666 | g_loss: 2.0888
Epoch [   30/   50] | d_loss: 0.4390 | g_loss: 2.7692
Epoch [   30/   50] | d_loss: 0.5498 | g_loss: 2.3929
Epoch [   31/   50] | d_loss: 0.5386 | g_loss: 2.0503
Epoch [   31/   50] | d_loss: 0.9933 | g_loss: 5.1652
Epoch [   31/   50] | d_loss: 0.5106 | g_loss: 4.8696
Epoch [   31/   50] | d_loss: 0.5227 | g_loss: 2.2626
Epoch [   31/   50] | d_loss: 0.7448 | g_loss: 0.6423
Epoch [   31/   50] | d_loss: 0.5380 | g_loss: 3.0560
Epoch [   31/   50] | d_loss: 0.6125 | g_loss: 2.0062
Epoch [   31/   50] | d_loss: 0.7955 | g_loss: 1.8960
Epoch [   31/   50] | d_loss: 0.4755 | g_loss: 2.7330
Epoch [   31/   50] | d_loss: 0.5332 | g_loss: 2.6249
Epoch [   31/   50] | d_loss: 0.5316 | g_loss: 1.8474
Epoch [   31/   50] | d_loss: 0.4882 | g_loss: 2.4002
Epoch [   31/   50] | d_loss: 0.4658 | g_loss: 2.4287
Epoch [   31/   50] | d_loss: 0.6118 | g_loss: 3.5230
Epoch [   31/   50] | d_loss: 0.4557 | g_loss: 4.1160
Epoch [   31/   50] | d_loss: 0.5037 | g_loss: 3.4779
Epoch [   31/   50] | d_loss: 0.4881 | g_loss: 3.2725
Epoch [   31/   50] | d_loss: 0.5481 | g_loss: 2.0476
Epoch [   31/   50] | d_loss: 0.4632 | g_loss: 3.9783
Epoch [   31/   50] | d_loss: 0.4422 | g_loss: 2.5583
Epoch [   31/   50] | d_loss: 0.5036 | g_loss: 2.6095
Epoch [   31/   50] | d_loss: 0.4968 | g_loss: 2.7452
Epoch [   31/   50] | d_loss: 0.6212 | g_loss: 1.9390
Epoch [   31/   50] | d_loss: 0.4568 | g_loss: 3.3482
Epoch [   31/   50] | d_loss: 0.5068 | g_loss: 3.1555
Epoch [   31/   50] | d_loss: 0.4413 | g_loss: 3.1483
Epoch [   31/   50] | d_loss: 0.6023 | g_loss: 2.3711
Epoch [   31/   50] | d_loss: 0.5749 | g_loss: 1.5989
Epoch [   31/   50] | d_loss: 0.4052 | g_loss: 2.9961
Epoch [   32/   50] | d_loss: 1.0670 | g_loss: 3.4483
Epoch [   32/   50] | d_loss: 0.5139 | g_loss: 2.2067
Epoch [   32/   50] | d_loss: 0.4530 | g_loss: 2.5047
Epoch [   32/   50] | d_loss: 0.4450 | g_loss: 2.3675
Epoch [   32/   50] | d_loss: 0.4796 | g_loss: 2.5686
Epoch [   32/   50] | d_loss: 0.4951 | g_loss: 3.3206
Epoch [   32/   50] | d_loss: 0.5996 | g_loss: 2.6307
Epoch [   32/   50] | d_loss: 0.7345 | g_loss: 2.7229
Epoch [   32/   50] | d_loss: 0.5451 | g_loss: 1.6509
Epoch [   32/   50] | d_loss: 0.5999 | g_loss: 2.4496
Epoch [   32/   50] | d_loss: 0.6191 | g_loss: 3.2823
Epoch [   32/   50] | d_loss: 0.4535 | g_loss: 3.3623
Epoch [   32/   50] | d_loss: 0.4979 | g_loss: 3.5463
Epoch [   32/   50] | d_loss: 0.4245 | g_loss: 2.6138
Epoch [   32/   50] | d_loss: 0.6977 | g_loss: 2.5914
Epoch [   32/   50] | d_loss: 0.6047 | g_loss: 1.9236
Epoch [   32/   50] | d_loss: 0.4965 | g_loss: 3.6004
Epoch [   32/   50] | d_loss: 0.6173 | g_loss: 2.1292
Epoch [   32/   50] | d_loss: 0.5384 | g_loss: 2.6272
Epoch [   32/   50] | d_loss: 0.5539 | g_loss: 2.4675
Epoch [   32/   50] | d_loss: 0.6335 | g_loss: 1.4265
Epoch [   32/   50] | d_loss: 0.4312 | g_loss: 2.9638
Epoch [   32/   50] | d_loss: 0.4349 | g_loss: 3.1553
Epoch [   32/   50] | d_loss: 0.4373 | g_loss: 2.6107
Epoch [   32/   50] | d_loss: 0.5603 | g_loss: 2.9244
Epoch [   32/   50] | d_loss: 0.4716 | g_loss: 2.7595
Epoch [   32/   50] | d_loss: 0.4240 | g_loss: 3.2227
Epoch [   32/   50] | d_loss: 0.4709 | g_loss: 3.3066
Epoch [   32/   50] | d_loss: 0.4984 | g_loss: 2.0821
Epoch [   33/   50] | d_loss: 0.5573 | g_loss: 1.6203
Epoch [   33/   50] | d_loss: 0.4858 | g_loss: 2.7567
Epoch [   33/   50] | d_loss: 0.7105 | g_loss: 1.6286
Epoch [   33/   50] | d_loss: 0.4368 | g_loss: 3.2241
Epoch [   33/   50] | d_loss: 0.6511 | g_loss: 2.5799
Epoch [   33/   50] | d_loss: 0.4780 | g_loss: 3.0820
Epoch [   33/   50] | d_loss: 0.5519 | g_loss: 3.0217
Epoch [   33/   50] | d_loss: 0.7186 | g_loss: 3.3925
Epoch [   33/   50] | d_loss: 0.5505 | g_loss: 2.8577
Epoch [   33/   50] | d_loss: 0.7118 | g_loss: 1.9877
Epoch [   33/   50] | d_loss: 0.4657 | g_loss: 2.7749
Epoch [   33/   50] | d_loss: 0.4490 | g_loss: 3.1654
Epoch [   33/   50] | d_loss: 0.4653 | g_loss: 3.1259
Epoch [   33/   50] | d_loss: 0.4067 | g_loss: 3.9470
Epoch [   33/   50] | d_loss: 0.4852 | g_loss: 2.0857
Epoch [   33/   50] | d_loss: 0.4554 | g_loss: 2.1269
Epoch [   33/   50] | d_loss: 0.4249 | g_loss: 3.6220
Epoch [   33/   50] | d_loss: 0.4461 | g_loss: 3.6271
Epoch [   33/   50] | d_loss: 0.4676 | g_loss: 3.3536
Epoch [   33/   50] | d_loss: 0.5478 | g_loss: 3.8013
Epoch [   33/   50] | d_loss: 0.6374 | g_loss: 2.1109
Epoch [   33/   50] | d_loss: 0.4497 | g_loss: 3.1549
Epoch [   33/   50] | d_loss: 0.4246 | g_loss: 3.4274
Epoch [   33/   50] | d_loss: 0.4628 | g_loss: 2.1349
Epoch [   33/   50] | d_loss: 0.7395 | g_loss: 2.3217
Epoch [   33/   50] | d_loss: 0.4998 | g_loss: 2.5124
Epoch [   33/   50] | d_loss: 0.4941 | g_loss: 2.7117
Epoch [   33/   50] | d_loss: 0.4993 | g_loss: 2.7584
Epoch [   33/   50] | d_loss: 0.4911 | g_loss: 2.8512
Epoch [   34/   50] | d_loss: 1.5067 | g_loss: 3.9834
Epoch [   34/   50] | d_loss: 0.5203 | g_loss: 2.5783
Epoch [   34/   50] | d_loss: 0.5030 | g_loss: 2.4864
Epoch [   34/   50] | d_loss: 0.4765 | g_loss: 2.5632
Epoch [   34/   50] | d_loss: 0.7931 | g_loss: 3.3952
Epoch [   34/   50] | d_loss: 0.5361 | g_loss: 2.1612
Epoch [   34/   50] | d_loss: 0.6190 | g_loss: 1.7336
Epoch [   34/   50] | d_loss: 0.6132 | g_loss: 2.9998
Epoch [   34/   50] | d_loss: 0.4415 | g_loss: 2.8113
Epoch [   34/   50] | d_loss: 0.4803 | g_loss: 3.0794
Epoch [   34/   50] | d_loss: 0.4708 | g_loss: 2.6013
Epoch [   34/   50] | d_loss: 0.4905 | g_loss: 2.4805
Epoch [   34/   50] | d_loss: 0.7893 | g_loss: 4.5023
Epoch [   34/   50] | d_loss: 0.4972 | g_loss: 2.0210
Epoch [   34/   50] | d_loss: 0.6289 | g_loss: 3.4652
Epoch [   34/   50] | d_loss: 0.6461 | g_loss: 3.1443
Epoch [   34/   50] | d_loss: 0.5178 | g_loss: 3.6261
Epoch [   34/   50] | d_loss: 0.5362 | g_loss: 2.2945
Epoch [   34/   50] | d_loss: 0.5205 | g_loss: 2.2429
Epoch [   34/   50] | d_loss: 0.5010 | g_loss: 2.9154
Epoch [   34/   50] | d_loss: 0.7241 | g_loss: 2.0049
Epoch [   34/   50] | d_loss: 0.5537 | g_loss: 1.9575
Epoch [   34/   50] | d_loss: 0.4771 | g_loss: 3.5953
Epoch [   34/   50] | d_loss: 0.4826 | g_loss: 2.3026
Epoch [   34/   50] | d_loss: 0.6124 | g_loss: 1.9717
Epoch [   34/   50] | d_loss: 0.4268 | g_loss: 3.9099
Epoch [   34/   50] | d_loss: 0.4621 | g_loss: 2.4650
Epoch [   34/   50] | d_loss: 0.4334 | g_loss: 3.6196
Epoch [   34/   50] | d_loss: 0.5483 | g_loss: 3.2271
Epoch [   35/   50] | d_loss: 0.8910 | g_loss: 1.8034
Epoch [   35/   50] | d_loss: 0.4923 | g_loss: 2.9893
Epoch [   35/   50] | d_loss: 0.5499 | g_loss: 2.7053
Epoch [   35/   50] | d_loss: 0.5314 | g_loss: 2.3853
Epoch [   35/   50] | d_loss: 0.4567 | g_loss: 1.8713
Epoch [   35/   50] | d_loss: 1.4858 | g_loss: 4.4677
Epoch [   35/   50] | d_loss: 0.5623 | g_loss: 2.0943
Epoch [   35/   50] | d_loss: 0.5157 | g_loss: 3.3697
Epoch [   35/   50] | d_loss: 0.4905 | g_loss: 3.1206
Epoch [   35/   50] | d_loss: 0.4657 | g_loss: 2.8715
Epoch [   35/   50] | d_loss: 0.5273 | g_loss: 2.4190
Epoch [   35/   50] | d_loss: 0.5378 | g_loss: 2.5682
Epoch [   35/   50] | d_loss: 0.4315 | g_loss: 4.0393
Epoch [   35/   50] | d_loss: 0.5297 | g_loss: 2.6903
Epoch [   35/   50] | d_loss: 0.4458 | g_loss: 2.8480
Epoch [   35/   50] | d_loss: 0.4115 | g_loss: 3.5729
Epoch [   35/   50] | d_loss: 0.5783 | g_loss: 2.5350
Epoch [   35/   50] | d_loss: 0.4931 | g_loss: 2.3669
Epoch [   35/   50] | d_loss: 2.4175 | g_loss: 0.9384
Epoch [   35/   50] | d_loss: 0.5862 | g_loss: 2.2014
Epoch [   35/   50] | d_loss: 0.4905 | g_loss: 3.1127
Epoch [   35/   50] | d_loss: 0.4185 | g_loss: 3.9435
Epoch [   35/   50] | d_loss: 0.4475 | g_loss: 3.1503
Epoch [   35/   50] | d_loss: 0.6384 | g_loss: 3.6435
Epoch [   35/   50] | d_loss: 0.4583 | g_loss: 2.8674
Epoch [   35/   50] | d_loss: 0.5313 | g_loss: 2.4412
Epoch [   35/   50] | d_loss: 0.6030 | g_loss: 2.6855
Epoch [   35/   50] | d_loss: 0.5959 | g_loss: 2.5440
Epoch [   35/   50] | d_loss: 0.5811 | g_loss: 1.7635
Epoch [   36/   50] | d_loss: 0.4949 | g_loss: 3.0464
Epoch [   36/   50] | d_loss: 0.6041 | g_loss: 2.5738
Epoch [   36/   50] | d_loss: 0.5146 | g_loss: 3.2833
Epoch [   36/   50] | d_loss: 0.5138 | g_loss: 3.1074
Epoch [   36/   50] | d_loss: 0.4375 | g_loss: 3.3106
Epoch [   36/   50] | d_loss: 0.9381 | g_loss: 0.9518
Epoch [   36/   50] | d_loss: 0.5024 | g_loss: 2.7016
Epoch [   36/   50] | d_loss: 0.4145 | g_loss: 4.3702
Epoch [   36/   50] | d_loss: 0.5609 | g_loss: 2.6601
Epoch [   36/   50] | d_loss: 0.4695 | g_loss: 2.5555
Epoch [   36/   50] | d_loss: 0.4923 | g_loss: 3.2936
Epoch [   36/   50] | d_loss: 0.4662 | g_loss: 3.5055
Epoch [   36/   50] | d_loss: 0.4328 | g_loss: 2.9803
Epoch [   36/   50] | d_loss: 0.5252 | g_loss: 2.5936
Epoch [   36/   50] | d_loss: 0.6699 | g_loss: 1.8017
Epoch [   36/   50] | d_loss: 0.4159 | g_loss: 4.0631
Epoch [   36/   50] | d_loss: 0.5309 | g_loss: 2.7373
Epoch [   36/   50] | d_loss: 0.5329 | g_loss: 2.0536
Epoch [   36/   50] | d_loss: 0.4805 | g_loss: 2.9837
Epoch [   36/   50] | d_loss: 0.9085 | g_loss: 1.5383
Epoch [   36/   50] | d_loss: 0.5241 | g_loss: 3.0117
Epoch [   36/   50] | d_loss: 0.4487 | g_loss: 3.3075
Epoch [   36/   50] | d_loss: 0.4587 | g_loss: 3.4048
Epoch [   36/   50] | d_loss: 0.5156 | g_loss: 2.6735
Epoch [   36/   50] | d_loss: 0.4521 | g_loss: 2.8733
Epoch [   36/   50] | d_loss: 0.4806 | g_loss: 2.8768
Epoch [   36/   50] | d_loss: 0.4893 | g_loss: 2.3132
Epoch [   36/   50] | d_loss: 0.4744 | g_loss: 2.9635
Epoch [   36/   50] | d_loss: 0.4297 | g_loss: 3.4430
Epoch [   37/   50] | d_loss: 0.4391 | g_loss: 4.0709
Epoch [   37/   50] | d_loss: 0.4742 | g_loss: 2.8525
Epoch [   37/   50] | d_loss: 0.6897 | g_loss: 3.8963
Epoch [   37/   50] | d_loss: 0.5765 | g_loss: 2.4242
Epoch [   37/   50] | d_loss: 0.5281 | g_loss: 3.2172
Epoch [   37/   50] | d_loss: 0.5269 | g_loss: 2.3215
Epoch [   37/   50] | d_loss: 0.4638 | g_loss: 2.9099
Epoch [   37/   50] | d_loss: 0.4541 | g_loss: 3.4084
Epoch [   37/   50] | d_loss: 0.5407 | g_loss: 2.7999
Epoch [   37/   50] | d_loss: 0.5862 | g_loss: 1.9496
Epoch [   37/   50] | d_loss: 0.5919 | g_loss: 2.5709
Epoch [   37/   50] | d_loss: 0.4146 | g_loss: 3.5311
Epoch [   37/   50] | d_loss: 0.6592 | g_loss: 1.7039
Epoch [   37/   50] | d_loss: 0.4883 | g_loss: 3.6745
Epoch [   37/   50] | d_loss: 0.4396 | g_loss: 4.1942
Epoch [   37/   50] | d_loss: 0.9599 | g_loss: 3.1468
Epoch [   37/   50] | d_loss: 1.0002 | g_loss: 1.0790
Epoch [   37/   50] | d_loss: 0.5753 | g_loss: 3.0652
Epoch [   37/   50] | d_loss: 0.6253 | g_loss: 1.4977
Epoch [   37/   50] | d_loss: 1.8601 | g_loss: 6.9301
Epoch [   37/   50] | d_loss: 0.5841 | g_loss: 2.3141
Epoch [   37/   50] | d_loss: 0.4989 | g_loss: 3.5000
Epoch [   37/   50] | d_loss: 0.6454 | g_loss: 1.9603
Epoch [   37/   50] | d_loss: 0.5306 | g_loss: 3.4661
Epoch [   37/   50] | d_loss: 0.5216 | g_loss: 2.4171
Epoch [   37/   50] | d_loss: 0.4555 | g_loss: 2.8080
Epoch [   37/   50] | d_loss: 0.6167 | g_loss: 2.7890
Epoch [   37/   50] | d_loss: 0.4040 | g_loss: 4.0525
Epoch [   37/   50] | d_loss: 0.6825 | g_loss: 2.7869
Epoch [   38/   50] | d_loss: 0.6384 | g_loss: 2.5293
Epoch [   38/   50] | d_loss: 0.7990 | g_loss: 1.5341
Epoch [   38/   50] | d_loss: 0.5287 | g_loss: 2.8108
Epoch [   38/   50] | d_loss: 0.8078 | g_loss: 1.4823
Epoch [   38/   50] | d_loss: 0.4617 | g_loss: 2.6213
Epoch [   38/   50] | d_loss: 0.4611 | g_loss: 3.2723
Epoch [   38/   50] | d_loss: 0.6478 | g_loss: 2.1333
Epoch [   38/   50] | d_loss: 0.4647 | g_loss: 3.6768
Epoch [   38/   50] | d_loss: 0.4267 | g_loss: 3.6037
Epoch [   38/   50] | d_loss: 0.8382 | g_loss: 1.5323
Epoch [   38/   50] | d_loss: 0.4437 | g_loss: 2.4355
Epoch [   38/   50] | d_loss: 0.4936 | g_loss: 3.1065
Epoch [   38/   50] | d_loss: 0.4861 | g_loss: 2.4886
Epoch [   38/   50] | d_loss: 0.5206 | g_loss: 2.8792
Epoch [   38/   50] | d_loss: 0.4490 | g_loss: 3.7879
Epoch [   38/   50] | d_loss: 0.5482 | g_loss: 2.7790
Epoch [   38/   50] | d_loss: 0.5424 | g_loss: 3.0800
Epoch [   38/   50] | d_loss: 0.4223 | g_loss: 3.0216
Epoch [   38/   50] | d_loss: 0.5009 | g_loss: 3.4760
Epoch [   38/   50] | d_loss: 0.5201 | g_loss: 2.8859
Epoch [   38/   50] | d_loss: 0.5084 | g_loss: 3.9565
Epoch [   38/   50] | d_loss: 0.6150 | g_loss: 2.7125
Epoch [   38/   50] | d_loss: 0.6050 | g_loss: 4.1567
Epoch [   38/   50] | d_loss: 0.6692 | g_loss: 2.5381
Epoch [   38/   50] | d_loss: 0.4817 | g_loss: 2.9659
Epoch [   38/   50] | d_loss: 0.5705 | g_loss: 2.6046
Epoch [   38/   50] | d_loss: 0.4998 | g_loss: 2.3674
Epoch [   38/   50] | d_loss: 0.4809 | g_loss: 2.8223
Epoch [   38/   50] | d_loss: 0.4407 | g_loss: 3.2297
Epoch [   39/   50] | d_loss: 0.5047 | g_loss: 3.1879
Epoch [   39/   50] | d_loss: 0.5350 | g_loss: 3.0627
Epoch [   39/   50] | d_loss: 0.4571 | g_loss: 3.2056
Epoch [   39/   50] | d_loss: 0.5231 | g_loss: 2.1983
Epoch [   39/   50] | d_loss: 0.5651 | g_loss: 2.2769
Epoch [   39/   50] | d_loss: 0.4410 | g_loss: 3.5355
Epoch [   39/   50] | d_loss: 0.4866 | g_loss: 3.3066
Epoch [   39/   50] | d_loss: 0.5062 | g_loss: 2.8203
Epoch [   39/   50] | d_loss: 0.4258 | g_loss: 3.6441
Epoch [   39/   50] | d_loss: 0.5250 | g_loss: 2.0816
Epoch [   39/   50] | d_loss: 0.5507 | g_loss: 2.7407
Epoch [   39/   50] | d_loss: 0.5414 | g_loss: 1.7908
Epoch [   39/   50] | d_loss: 0.4329 | g_loss: 3.5449
Epoch [   39/   50] | d_loss: 4.4269 | g_loss: 1.0268
Epoch [   39/   50] | d_loss: 0.5883 | g_loss: 2.2143
Epoch [   39/   50] | d_loss: 0.5129 | g_loss: 3.0942
Epoch [   39/   50] | d_loss: 0.6020 | g_loss: 2.9397
Epoch [   39/   50] | d_loss: 0.7801 | g_loss: 1.6537
Epoch [   39/   50] | d_loss: 0.4569 | g_loss: 3.7129
Epoch [   39/   50] | d_loss: 0.5900 | g_loss: 2.3655
Epoch [   39/   50] | d_loss: 0.4299 | g_loss: 2.6875
Epoch [   39/   50] | d_loss: 0.4572 | g_loss: 3.8529
Epoch [   39/   50] | d_loss: 0.4079 | g_loss: 4.0057
Epoch [   39/   50] | d_loss: 0.6789 | g_loss: 2.5443
Epoch [   39/   50] | d_loss: 0.4923 | g_loss: 2.6785
Epoch [   39/   50] | d_loss: 0.4661 | g_loss: 2.9741
Epoch [   39/   50] | d_loss: 0.4768 | g_loss: 3.4266
Epoch [   39/   50] | d_loss: 0.4451 | g_loss: 2.9302
Epoch [   39/   50] | d_loss: 0.4921 | g_loss: 3.4570
Epoch [   40/   50] | d_loss: 0.8304 | g_loss: 4.0015
Epoch [   40/   50] | d_loss: 0.5670 | g_loss: 3.1643
Epoch [   40/   50] | d_loss: 0.4262 | g_loss: 3.0740
Epoch [   40/   50] | d_loss: 0.4053 | g_loss: 3.1474
Epoch [   40/   50] | d_loss: 0.4080 | g_loss: 3.5467
Epoch [   40/   50] | d_loss: 0.6197 | g_loss: 1.1382
Epoch [   40/   50] | d_loss: 0.4317 | g_loss: 2.8559
Epoch [   40/   50] | d_loss: 0.4482 | g_loss: 3.0848
Epoch [   40/   50] | d_loss: 0.4769 | g_loss: 3.8971
Epoch [   40/   50] | d_loss: 0.4111 | g_loss: 2.7013
Epoch [   40/   50] | d_loss: 0.7526 | g_loss: 2.1787
Epoch [   40/   50] | d_loss: 0.5625 | g_loss: 2.5534
Epoch [   40/   50] | d_loss: 0.4273 | g_loss: 2.5081
Epoch [   40/   50] | d_loss: 0.4888 | g_loss: 3.9765
Epoch [   40/   50] | d_loss: 0.8994 | g_loss: 2.1449
Epoch [   40/   50] | d_loss: 0.7050 | g_loss: 2.0785
Epoch [   40/   50] | d_loss: 0.4848 | g_loss: 3.0403
Epoch [   40/   50] | d_loss: 0.5210 | g_loss: 2.9737
Epoch [   40/   50] | d_loss: 0.4302 | g_loss: 3.7044
Epoch [   40/   50] | d_loss: 0.4550 | g_loss: 3.4960
Epoch [   40/   50] | d_loss: 0.5144 | g_loss: 2.9715
Epoch [   40/   50] | d_loss: 0.4602 | g_loss: 1.8027
Epoch [   40/   50] | d_loss: 0.5911 | g_loss: 2.2604
Epoch [   40/   50] | d_loss: 0.4959 | g_loss: 2.6328
Epoch [   40/   50] | d_loss: 0.5779 | g_loss: 1.8701
Epoch [   40/   50] | d_loss: 0.8929 | g_loss: 3.6091
Epoch [   40/   50] | d_loss: 0.4316 | g_loss: 3.3328
Epoch [   40/   50] | d_loss: 0.4950 | g_loss: 2.4480
Epoch [   40/   50] | d_loss: 0.5455 | g_loss: 3.3337
Epoch [   41/   50] | d_loss: 0.4901 | g_loss: 2.0759
Epoch [   41/   50] | d_loss: 0.4855 | g_loss: 2.7157
Epoch [   41/   50] | d_loss: 0.5681 | g_loss: 2.0473
Epoch [   41/   50] | d_loss: 0.4636 | g_loss: 3.2983
Epoch [   41/   50] | d_loss: 0.4224 | g_loss: 3.6335
Epoch [   41/   50] | d_loss: 0.4486 | g_loss: 3.3381
Epoch [   41/   50] | d_loss: 0.4135 | g_loss: 3.7548
Epoch [   41/   50] | d_loss: 0.3966 | g_loss: 3.7783
Epoch [   41/   50] | d_loss: 0.4178 | g_loss: 3.4321
Epoch [   41/   50] | d_loss: 0.5317 | g_loss: 3.7256
Epoch [   41/   50] | d_loss: 0.9359 | g_loss: 5.6876
Epoch [   41/   50] | d_loss: 0.5254 | g_loss: 2.3210
Epoch [   41/   50] | d_loss: 0.4395 | g_loss: 2.8782
Epoch [   41/   50] | d_loss: 0.4325 | g_loss: 3.3156
Epoch [   41/   50] | d_loss: 2.4540 | g_loss: 0.5537
Epoch [   41/   50] | d_loss: 0.5574 | g_loss: 2.5572
Epoch [   41/   50] | d_loss: 0.4557 | g_loss: 3.1120
Epoch [   41/   50] | d_loss: 0.4600 | g_loss: 2.5573
Epoch [   41/   50] | d_loss: 0.4348 | g_loss: 3.4951
Epoch [   41/   50] | d_loss: 0.4550 | g_loss: 2.5158
Epoch [   41/   50] | d_loss: 0.4798 | g_loss: 2.7321
Epoch [   41/   50] | d_loss: 0.4908 | g_loss: 2.7752
Epoch [   41/   50] | d_loss: 0.4200 | g_loss: 2.3740
Epoch [   41/   50] | d_loss: 0.7026 | g_loss: 1.4881
Epoch [   41/   50] | d_loss: 0.5998 | g_loss: 3.0119
Epoch [   41/   50] | d_loss: 0.4228 | g_loss: 3.7214
Epoch [   41/   50] | d_loss: 0.7025 | g_loss: 1.6110
Epoch [   41/   50] | d_loss: 0.4517 | g_loss: 1.6509
Epoch [   41/   50] | d_loss: 0.6808 | g_loss: 1.6732
Epoch [   42/   50] | d_loss: 0.4962 | g_loss: 3.0040
Epoch [   42/   50] | d_loss: 0.6063 | g_loss: 2.7002
Epoch [   42/   50] | d_loss: 0.4954 | g_loss: 2.6305
Epoch [   42/   50] | d_loss: 0.5210 | g_loss: 2.9166
Epoch [   42/   50] | d_loss: 0.4868 | g_loss: 2.2580
Epoch [   42/   50] | d_loss: 0.8138 | g_loss: 1.4167
Epoch [   42/   50] | d_loss: 0.4556 | g_loss: 2.6187
Epoch [   42/   50] | d_loss: 0.4034 | g_loss: 3.6786
Epoch [   42/   50] | d_loss: 0.4129 | g_loss: 3.5150
Epoch [   42/   50] | d_loss: 0.5575 | g_loss: 2.1243
Epoch [   42/   50] | d_loss: 0.4462 | g_loss: 2.2544
Epoch [   42/   50] | d_loss: 0.5044 | g_loss: 2.6683
Epoch [   42/   50] | d_loss: 0.4501 | g_loss: 3.0684
Epoch [   42/   50] | d_loss: 0.4756 | g_loss: 2.4590
Epoch [   42/   50] | d_loss: 0.4437 | g_loss: 2.8144
Epoch [   42/   50] | d_loss: 0.4634 | g_loss: 3.6570
Epoch [   42/   50] | d_loss: 0.4406 | g_loss: 3.1991
Epoch [   42/   50] | d_loss: 0.4592 | g_loss: 3.1705
Epoch [   42/   50] | d_loss: 0.4112 | g_loss: 3.3082
Epoch [   42/   50] | d_loss: 0.4436 | g_loss: 3.3993
Epoch [   42/   50] | d_loss: 0.4444 | g_loss: 3.0418
Epoch [   42/   50] | d_loss: 0.4563 | g_loss: 3.2336
Epoch [   42/   50] | d_loss: 0.6089 | g_loss: 2.5374
Epoch [   42/   50] | d_loss: 0.4131 | g_loss: 3.0775
Epoch [   42/   50] | d_loss: 0.4576 | g_loss: 3.2687
Epoch [   42/   50] | d_loss: 0.4135 | g_loss: 2.4391
Epoch [   42/   50] | d_loss: 0.5424 | g_loss: 2.7210
Epoch [   42/   50] | d_loss: 0.4272 | g_loss: 2.9371
Epoch [   42/   50] | d_loss: 0.5828 | g_loss: 3.4606
Epoch [   43/   50] | d_loss: 0.6710 | g_loss: 2.8957
Epoch [   43/   50] | d_loss: 0.4717 | g_loss: 2.8731
Epoch [   43/   50] | d_loss: 0.5935 | g_loss: 3.0408
Epoch [   43/   50] | d_loss: 0.5282 | g_loss: 3.5865
Epoch [   43/   50] | d_loss: 0.5435 | g_loss: 2.6751
Epoch [   43/   50] | d_loss: 0.4207 | g_loss: 3.4147
Epoch [   43/   50] | d_loss: 0.4688 | g_loss: 3.6062
Epoch [   43/   50] | d_loss: 0.4769 | g_loss: 3.6332
Epoch [   43/   50] | d_loss: 0.3874 | g_loss: 3.9284
Epoch [   43/   50] | d_loss: 0.5106 | g_loss: 4.1656
Epoch [   43/   50] | d_loss: 0.6115 | g_loss: 2.8079
Epoch [   43/   50] | d_loss: 0.4630 | g_loss: 3.1581
Epoch [   43/   50] | d_loss: 0.5599 | g_loss: 2.3476
Epoch [   43/   50] | d_loss: 0.4710 | g_loss: 3.1462
Epoch [   43/   50] | d_loss: 0.4279 | g_loss: 3.8394
Epoch [   43/   50] | d_loss: 0.4663 | g_loss: 3.5973
Epoch [   43/   50] | d_loss: 0.4645 | g_loss: 2.8175
Epoch [   43/   50] | d_loss: 0.4357 | g_loss: 2.8078
Epoch [   43/   50] | d_loss: 0.5103 | g_loss: 2.7740
Epoch [   43/   50] | d_loss: 0.4742 | g_loss: 3.2418
Epoch [   43/   50] | d_loss: 0.5784 | g_loss: 2.3669
Epoch [   43/   50] | d_loss: 0.4094 | g_loss: 3.7769
Epoch [   43/   50] | d_loss: 0.4979 | g_loss: 3.2549
Epoch [   43/   50] | d_loss: 0.5377 | g_loss: 2.2948
Epoch [   43/   50] | d_loss: 0.4867 | g_loss: 2.2753
Epoch [   43/   50] | d_loss: 0.5626 | g_loss: 2.4718
Epoch [   43/   50] | d_loss: 0.4667 | g_loss: 3.3671
Epoch [   43/   50] | d_loss: 0.4316 | g_loss: 2.8770
Epoch [   43/   50] | d_loss: 0.6185 | g_loss: 2.8422
Epoch [   44/   50] | d_loss: 0.6375 | g_loss: 4.1326
Epoch [   44/   50] | d_loss: 0.4759 | g_loss: 2.7319
Epoch [   44/   50] | d_loss: 0.5035 | g_loss: 3.4558
Epoch [   44/   50] | d_loss: 0.4915 | g_loss: 3.5057
Epoch [   44/   50] | d_loss: 0.4603 | g_loss: 2.7634
Epoch [   44/   50] | d_loss: 0.4495 | g_loss: 3.6543
Epoch [   44/   50] | d_loss: 0.4238 | g_loss: 3.0076
Epoch [   44/   50] | d_loss: 0.4006 | g_loss: 3.5337
Epoch [   44/   50] | d_loss: 0.4711 | g_loss: 3.9361
Epoch [   44/   50] | d_loss: 1.0256 | g_loss: 1.5537
Epoch [   44/   50] | d_loss: 0.4957 | g_loss: 2.0744
Epoch [   44/   50] | d_loss: 0.4388 | g_loss: 2.7530
Epoch [   44/   50] | d_loss: 0.4431 | g_loss: 3.2561
Epoch [   44/   50] | d_loss: 0.4974 | g_loss: 3.3384
Epoch [   44/   50] | d_loss: 0.4129 | g_loss: 4.0428
Epoch [   44/   50] | d_loss: 0.4407 | g_loss: 3.9300
Epoch [   44/   50] | d_loss: 0.4420 | g_loss: 3.0595
Epoch [   44/   50] | d_loss: 0.7164 | g_loss: 2.1610
Epoch [   44/   50] | d_loss: 0.4549 | g_loss: 2.5355
Epoch [   44/   50] | d_loss: 0.4336 | g_loss: 3.7569
Epoch [   44/   50] | d_loss: 0.4138 | g_loss: 3.1246
Epoch [   44/   50] | d_loss: 0.5445 | g_loss: 2.9011
Epoch [   44/   50] | d_loss: 0.4490 | g_loss: 2.3912
Epoch [   44/   50] | d_loss: 0.6440 | g_loss: 1.6053
Epoch [   44/   50] | d_loss: 0.4455 | g_loss: 2.7463
Epoch [   44/   50] | d_loss: 0.4811 | g_loss: 2.8172
Epoch [   44/   50] | d_loss: 0.4328 | g_loss: 3.3670
Epoch [   44/   50] | d_loss: 0.4314 | g_loss: 2.1956
Epoch [   44/   50] | d_loss: 0.4116 | g_loss: 2.8109
Epoch [   45/   50] | d_loss: 0.3886 | g_loss: 5.6478
Epoch [   45/   50] | d_loss: 0.9917 | g_loss: 3.2922
Epoch [   45/   50] | d_loss: 1.4986 | g_loss: 1.4034
Epoch [   45/   50] | d_loss: 0.4960 | g_loss: 2.6676
Epoch [   45/   50] | d_loss: 0.6656 | g_loss: 2.7006
Epoch [   45/   50] | d_loss: 0.5969 | g_loss: 4.1547
Epoch [   45/   50] | d_loss: 0.5241 | g_loss: 3.4626
Epoch [   45/   50] | d_loss: 0.4547 | g_loss: 3.4115
Epoch [   45/   50] | d_loss: 0.3999 | g_loss: 4.0245
Epoch [   45/   50] | d_loss: 0.4531 | g_loss: 3.3961
Epoch [   45/   50] | d_loss: 0.4660 | g_loss: 2.6617
Epoch [   45/   50] | d_loss: 0.5460 | g_loss: 2.4715
Epoch [   45/   50] | d_loss: 1.0674 | g_loss: 3.9819
Epoch [   45/   50] | d_loss: 0.4580 | g_loss: 3.7224
Epoch [   45/   50] | d_loss: 0.4824 | g_loss: 1.9990
Epoch [   45/   50] | d_loss: 0.4183 | g_loss: 2.8659
Epoch [   45/   50] | d_loss: 0.4964 | g_loss: 1.9553
Epoch [   45/   50] | d_loss: 0.4899 | g_loss: 3.0403
Epoch [   45/   50] | d_loss: 0.4680 | g_loss: 2.6002
Epoch [   45/   50] | d_loss: 0.3986 | g_loss: 2.7855
Epoch [   45/   50] | d_loss: 0.4520 | g_loss: 2.4143
Epoch [   45/   50] | d_loss: 0.4566 | g_loss: 2.8903
Epoch [   45/   50] | d_loss: 0.4129 | g_loss: 3.2323
Epoch [   45/   50] | d_loss: 0.3932 | g_loss: 4.4615
Epoch [   45/   50] | d_loss: 0.4108 | g_loss: 3.5571
Epoch [   45/   50] | d_loss: 0.5982 | g_loss: 3.1313
Epoch [   45/   50] | d_loss: 0.5336 | g_loss: 3.1016
Epoch [   45/   50] | d_loss: 0.8371 | g_loss: 0.9005
Epoch [   45/   50] | d_loss: 0.5018 | g_loss: 3.6070
Epoch [   46/   50] | d_loss: 0.6353 | g_loss: 3.7274
Epoch [   46/   50] | d_loss: 0.4148 | g_loss: 3.4888
Epoch [   46/   50] | d_loss: 0.4264 | g_loss: 2.8653
Epoch [   46/   50] | d_loss: 0.7434 | g_loss: 1.9155
Epoch [   46/   50] | d_loss: 0.5021 | g_loss: 2.5056
Epoch [   46/   50] | d_loss: 0.4143 | g_loss: 2.9127
Epoch [   46/   50] | d_loss: 0.5647 | g_loss: 3.0708
Epoch [   46/   50] | d_loss: 0.4257 | g_loss: 3.1400
Epoch [   46/   50] | d_loss: 0.4159 | g_loss: 4.2651
Epoch [   46/   50] | d_loss: 0.4940 | g_loss: 2.6833
Epoch [   46/   50] | d_loss: 0.8731 | g_loss: 2.0201
Epoch [   46/   50] | d_loss: 0.4019 | g_loss: 3.0077
Epoch [   46/   50] | d_loss: 0.7997 | g_loss: 1.3418
Epoch [   46/   50] | d_loss: 0.4492 | g_loss: 2.5486
Epoch [   46/   50] | d_loss: 0.5321 | g_loss: 2.1571
Epoch [   46/   50] | d_loss: 0.4279 | g_loss: 3.1159
Epoch [   46/   50] | d_loss: 0.4571 | g_loss: 3.2894
Epoch [   46/   50] | d_loss: 0.4085 | g_loss: 2.9722
Epoch [   46/   50] | d_loss: 0.4391 | g_loss: 4.1184
Epoch [   46/   50] | d_loss: 0.4843 | g_loss: 1.8261
Epoch [   46/   50] | d_loss: 0.4147 | g_loss: 3.5672
Epoch [   46/   50] | d_loss: 0.4865 | g_loss: 2.9929
Epoch [   46/   50] | d_loss: 0.6017 | g_loss: 1.5540
Epoch [   46/   50] | d_loss: 0.4442 | g_loss: 3.2422
Epoch [   46/   50] | d_loss: 0.4445 | g_loss: 3.1305
Epoch [   46/   50] | d_loss: 0.4282 | g_loss: 2.9102
Epoch [   46/   50] | d_loss: 0.4546 | g_loss: 3.0572
Epoch [   46/   50] | d_loss: 0.4039 | g_loss: 4.2910
Epoch [   46/   50] | d_loss: 0.4385 | g_loss: 3.1891
Epoch [   47/   50] | d_loss: 0.5184 | g_loss: 3.1523
Epoch [   47/   50] | d_loss: 0.4294 | g_loss: 2.6936
Epoch [   47/   50] | d_loss: 0.4406 | g_loss: 3.7736
Epoch [   47/   50] | d_loss: 0.5087 | g_loss: 2.1810
Epoch [   47/   50] | d_loss: 0.3795 | g_loss: 3.2403
Epoch [   47/   50] | d_loss: 0.3999 | g_loss: 4.5069
Epoch [   47/   50] | d_loss: 0.3953 | g_loss: 3.3654
Epoch [   47/   50] | d_loss: 0.4991 | g_loss: 3.2851
Epoch [   47/   50] | d_loss: 0.6036 | g_loss: 1.7370
Epoch [   47/   50] | d_loss: 0.4778 | g_loss: 2.7765
Epoch [   47/   50] | d_loss: 0.5815 | g_loss: 3.0284
Epoch [   47/   50] | d_loss: 0.4555 | g_loss: 2.7320
Epoch [   47/   50] | d_loss: 0.5106 | g_loss: 2.9014
Epoch [   47/   50] | d_loss: 0.4646 | g_loss: 3.3847
Epoch [   47/   50] | d_loss: 0.5608 | g_loss: 2.3486
Epoch [   47/   50] | d_loss: 0.4035 | g_loss: 3.5362
Epoch [   47/   50] | d_loss: 0.4257 | g_loss: 3.3009
Epoch [   47/   50] | d_loss: 0.6562 | g_loss: 2.7062
Epoch [   47/   50] | d_loss: 0.4063 | g_loss: 3.5595
Epoch [   47/   50] | d_loss: 0.3881 | g_loss: 3.5880
Epoch [   47/   50] | d_loss: 0.4498 | g_loss: 3.1224
Epoch [   47/   50] | d_loss: 0.4661 | g_loss: 2.4677
Epoch [   47/   50] | d_loss: 0.4544 | g_loss: 3.9042
Epoch [   47/   50] | d_loss: 0.4764 | g_loss: 2.8967
Epoch [   47/   50] | d_loss: 0.3795 | g_loss: 4.0390
Epoch [   47/   50] | d_loss: 0.4836 | g_loss: 3.3930
Epoch [   47/   50] | d_loss: 0.4359 | g_loss: 2.9805
Epoch [   47/   50] | d_loss: 0.4447 | g_loss: 2.5696
Epoch [   47/   50] | d_loss: 0.4056 | g_loss: 3.3242
Epoch [   48/   50] | d_loss: 0.4312 | g_loss: 3.5214
Epoch [   48/   50] | d_loss: 0.4631 | g_loss: 2.0657
Epoch [   48/   50] | d_loss: 0.4197 | g_loss: 4.0702
Epoch [   48/   50] | d_loss: 0.5232 | g_loss: 3.6116
Epoch [   48/   50] | d_loss: 0.4278 | g_loss: 3.9227
Epoch [   48/   50] | d_loss: 0.4234 | g_loss: 2.8512
Epoch [   48/   50] | d_loss: 0.5804 | g_loss: 3.1334
Epoch [   48/   50] | d_loss: 0.4847 | g_loss: 3.3709
Epoch [   48/   50] | d_loss: 0.4221 | g_loss: 3.5699
Epoch [   48/   50] | d_loss: 0.5397 | g_loss: 3.6127
Epoch [   48/   50] | d_loss: 0.4292 | g_loss: 2.9960
Epoch [   48/   50] | d_loss: 0.4683 | g_loss: 3.7156
Epoch [   48/   50] | d_loss: 0.4426 | g_loss: 3.2701
Epoch [   48/   50] | d_loss: 0.4400 | g_loss: 3.0420
Epoch [   48/   50] | d_loss: 0.4751 | g_loss: 2.1028
Epoch [   48/   50] | d_loss: 0.5929 | g_loss: 2.4644
Epoch [   48/   50] | d_loss: 0.5023 | g_loss: 3.6026
Epoch [   48/   50] | d_loss: 0.4397 | g_loss: 3.9781
Epoch [   48/   50] | d_loss: 0.5180 | g_loss: 2.6543
Epoch [   48/   50] | d_loss: 0.4773 | g_loss: 2.9230
Epoch [   48/   50] | d_loss: 0.3937 | g_loss: 3.1143
Epoch [   48/   50] | d_loss: 0.4727 | g_loss: 2.7742
Epoch [   48/   50] | d_loss: 0.4214 | g_loss: 3.8254
Epoch [   48/   50] | d_loss: 0.5048 | g_loss: 2.1010
Epoch [   48/   50] | d_loss: 0.5004 | g_loss: 2.6357
Epoch [   48/   50] | d_loss: 0.4648 | g_loss: 3.4185
Epoch [   48/   50] | d_loss: 0.4134 | g_loss: 3.7346
Epoch [   48/   50] | d_loss: 0.4666 | g_loss: 3.7121
Epoch [   48/   50] | d_loss: 0.4846 | g_loss: 3.2498
Epoch [   49/   50] | d_loss: 0.4103 | g_loss: 3.8903
Epoch [   49/   50] | d_loss: 0.4484 | g_loss: 3.0908
Epoch [   49/   50] | d_loss: 0.4922 | g_loss: 2.1826
Epoch [   49/   50] | d_loss: 0.9365 | g_loss: 0.8704
Epoch [   49/   50] | d_loss: 0.4851 | g_loss: 3.4068
Epoch [   49/   50] | d_loss: 0.4952 | g_loss: 3.7151
Epoch [   49/   50] | d_loss: 0.4474 | g_loss: 4.1016
Epoch [   49/   50] | d_loss: 0.3977 | g_loss: 4.8131
Epoch [   49/   50] | d_loss: 1.2188 | g_loss: 2.3984
Epoch [   49/   50] | d_loss: 0.5090 | g_loss: 3.1494
Epoch [   49/   50] | d_loss: 0.5566 | g_loss: 2.6106
Epoch [   49/   50] | d_loss: 0.4271 | g_loss: 3.8856
Epoch [   49/   50] | d_loss: 0.4909 | g_loss: 3.0391
Epoch [   49/   50] | d_loss: 0.4060 | g_loss: 4.4800
Epoch [   49/   50] | d_loss: 0.3880 | g_loss: 4.3738
Epoch [   49/   50] | d_loss: 0.4988 | g_loss: 2.0144
Epoch [   49/   50] | d_loss: 0.4271 | g_loss: 3.1480
Epoch [   49/   50] | d_loss: 0.4401 | g_loss: 3.2757
Epoch [   49/   50] | d_loss: 0.4026 | g_loss: 4.3950
Epoch [   49/   50] | d_loss: 0.7294 | g_loss: 1.2200
Epoch [   49/   50] | d_loss: 0.5104 | g_loss: 2.9757
Epoch [   49/   50] | d_loss: 0.5269 | g_loss: 4.0337
Epoch [   49/   50] | d_loss: 0.4675 | g_loss: 2.9609
Epoch [   49/   50] | d_loss: 0.4422 | g_loss: 3.4466
Epoch [   49/   50] | d_loss: 0.4136 | g_loss: 3.0487
Epoch [   49/   50] | d_loss: 0.4421 | g_loss: 3.6481
Epoch [   49/   50] | d_loss: 0.5017 | g_loss: 2.2499
Epoch [   49/   50] | d_loss: 0.4587 | g_loss: 3.9939
Epoch [   49/   50] | d_loss: 0.4746 | g_loss: 3.2462
Epoch [   50/   50] | d_loss: 0.8111 | g_loss: 1.6853
Epoch [   50/   50] | d_loss: 0.4791 | g_loss: 2.6307
Epoch [   50/   50] | d_loss: 0.3812 | g_loss: 3.9823
Epoch [   50/   50] | d_loss: 0.3914 | g_loss: 4.1307
Epoch [   50/   50] | d_loss: 0.4304 | g_loss: 3.3170
Epoch [   50/   50] | d_loss: 0.5860 | g_loss: 2.6242
Epoch [   50/   50] | d_loss: 0.5487 | g_loss: 3.5918
Epoch [   50/   50] | d_loss: 0.5063 | g_loss: 2.6118
Epoch [   50/   50] | d_loss: 0.4105 | g_loss: 3.6478
Epoch [   50/   50] | d_loss: 0.7242 | g_loss: 1.8889
Epoch [   50/   50] | d_loss: 0.6076 | g_loss: 3.9438
Epoch [   50/   50] | d_loss: 0.5402 | g_loss: 3.4185
Epoch [   50/   50] | d_loss: 0.5618 | g_loss: 2.8133
Epoch [   50/   50] | d_loss: 0.5155 | g_loss: 2.8659
Epoch [   50/   50] | d_loss: 0.5830 | g_loss: 3.7559
Epoch [   50/   50] | d_loss: 0.4397 | g_loss: 3.5649
Epoch [   50/   50] | d_loss: 0.4211 | g_loss: 3.0661
Epoch [   50/   50] | d_loss: 0.4519 | g_loss: 3.1203
Epoch [   50/   50] | d_loss: 0.7237 | g_loss: 2.9548
Epoch [   50/   50] | d_loss: 0.4355 | g_loss: 3.6092
Epoch [   50/   50] | d_loss: 0.4225 | g_loss: 2.9178
Epoch [   50/   50] | d_loss: 0.4528 | g_loss: 3.1701
Epoch [   50/   50] | d_loss: 0.4233 | g_loss: 3.8143
Epoch [   50/   50] | d_loss: 0.4199 | g_loss: 4.5222
Epoch [   50/   50] | d_loss: 0.4844 | g_loss: 2.0581
Epoch [   50/   50] | d_loss: 0.4236 | g_loss: 2.7336
Epoch [   50/   50] | d_loss: 0.4816 | g_loss: 3.2031
Epoch [   50/   50] | d_loss: 0.4833 | g_loss: 3.5162
Epoch [   50/   50] | d_loss: 0.4007 | g_loss: 3.6479

/home/dloperab/anaconda3/envs/dl_udacity/lib/python3.6/site-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
  warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f33c3dc9e10>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)

• I would like to add another datasets searching more variety of faces (gender, color, etc).
• I would like to try a deeper model for generator and discriminator to catch more characteristics of the faces.
• I would like to try different hyperparameters like learning rate and betas.
• At this moment, the model is generating low quality images, so I would like to train it for more epochs.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.